Associations

[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.

Associations

[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.

sofifa_id

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

age

-0.76

pace

0.32

movement_sprint_speed

0.29

movement_acceleration

0.28

potential

0.26

goalkeeping_speed

-0.20

movement_reactions

-0.19

power_stamina

0.18

nation_jersey_number

0.17

weight_kg

-0.17

passing

-0.17

goalkeeping_positioning

-0.16

overall

-0.16

mentality_composure

-0.16

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

gk

0.40

international_reputation

0.36

club_contract_valid_until

0.26

real_face

0.25

league_name

0.25

club_flag_url

0.24

player_tags

0.19

skill_moves

0.16

club_position

0.16

body_type

0.14

work_rate

0.13

nation_logo_url

0.11

nation_position

0.10

weak_foot

0.07

MOST FREQUENT VALUES

158023

1

<0.1%

206145

1

<0.1%

210653

1

<0.1%

210538

1

<0.1%

210219

1

<0.1%

210129

1

<0.1%

209840

1

<0.1%

209818

1

<0.1%

209698

1

<0.1%

209610

1

<0.1%

209532

1

<0.1%

209521

1

<0.1%

209449

1

<0.1%

209378

1

<0.1%

209005

1

<0.1%

SMALLEST VALUES

41

1

<0.1%

1179

1

<0.1%

2147

1

<0.1%

3467

1

<0.1%

18115

1

<0.1%

18122

1

<0.1%

20775

1

<0.1%

20801

1

<0.1%

24630

1

<0.1%

25798

1

<0.1%

41236

1

<0.1%

45186

1

<0.1%

48745

1

<0.1%

49000

1

<0.1%

49486

1

<0.1%

LARGEST VALUES

264465

1

<0.1%

264348

1

<0.1%

264335

1

<0.1%

263893

1

<0.1%

263383

1

<0.1%

263377

1

<0.1%

263291

1

<0.1%

263288

1

<0.1%

263287

1

<0.1%

263286

1

<0.1%

263230

1

<0.1%

263139

1

<0.1%

262925

1

<0.1%

262908

1

<0.1%

262869

1

<0.1%

player_url

MISSING:

---

1

<1%

-

https://sofifa.com/player/158023/lionel-messi/220002

1

<1%

-

https://sofifa.com/player/206145/benjamin-uphoff/220002

1

<1%

-

https://sofifa.com/player/210653/luis-quintana/220002

1

<1%

-

https://sofifa.com/player/210538/luca-zuffi/220002

1

<1%

-

https://sofifa.com/player/210219/emanuel-herrera/220002

1

<1%

-

https://sofifa.com/player/210129/gergo-lovrencsics/220002

1

<1%

-

https://sofifa.com/player/209840/julian-jeanvier/220002

1

<1%

-

https://sofifa.com/player/209818/joshua-brenet/220002

1

<1%

-

https://sofifa.com/player/209698/birama-toure/220002

1

<1%

-

https://sofifa.com/player/209610/jose-juan-vazquez/220002

1

<1%

-

https://sofifa.com/player/209532/daniel-bachmann/220002

1

<1%

-

https://sofifa.com/player/209521/alison-lopes-ferreira/220002

1

<1%

-

https://sofifa.com/player/209449/gerso-fernandes/220002

1

<1%

-

https://sofifa.com/player/209378/bart-van-hintum/220002

1

<1%

-

https://sofifa.com/player/209005/luis-cardozo/220002

1

<1%

-

https://sofifa.com/player/208862/jimmy-giraudon/220002

1

<1%

-

https://sofifa.com/player/208835/youssouf-mchangama/220002

1

<1%

-

https://sofifa.com/player/208817/jose-andres-rodriguez-gaitan/220002

1

<1%

-

https://sofifa.com/player/208719/philipp-kuhn/220002

1

<1%

-

https://sofifa.com/player/208638/roberto-antonio-correa-silva/220002

1

<1%

-

https://sofifa.com/player/208581/zymer-bytyqi/220002

1

<1%

-

https://sofifa.com/player/208534/alfie-mawson/220002

1

<1%

-

https://sofifa.com/player/208088/sergi-samper-montana/220002

1

<1%

-

https://sofifa.com/player/208014/matty-pearson/220002

1

<1%

-

https://sofifa.com/player/207956/pelly-ruddock-mpanzu/220002

1

<1%

-

https://sofifa.com/player/206561/christian-walton/220002

1

<1%

-

https://sofifa.com/player/206553/simon-falette/220002

1

<1%

-

https://sofifa.com/player/210703/luka-dordevic/220002

1

<1%

-

https://sofifa.com/player/210833/riccardo-improta/220002

1

<1%

-

https://sofifa.com/player/210880/riccardo-fiamozzi/220002

1

<1%

-

https://sofifa.com/player/211966/mahlon-romeo/220002

1

<1%

-

https://sofifa.com/player/212519/romain-philippoteaux/220002

1

<1%

-

https://sofifa.com/player/212466/carlos-cisneros/220002

1

<1%

-

https://sofifa.com/player/212454/callum-odowda/220002

1

<1%

-

https://sofifa.com/player/212424/wil-trapp/220002

1

<1%

-

https://sofifa.com/player/212381/roberto-insigne/220002

1

<1%

-

https://sofifa.com/player/212261/brandon-thomas-llamas/220002

1

<1%

-

https://sofifa.com/player/212249/sebastian-kerk/220002

1

<1%

-

https://sofifa.com/player/212129/borja-lopez-menendez/220002

1

<1%

-

https://sofifa.com/player/212121/jordi-vanlerberghe/220002

1

<1%

-

https://sofifa.com/player/212104/jaime-gomez/220002

1

<1%

-

https://sofifa.com/player/212095/alejandro-melean/220002

1

<1%

-

https://sofifa.com/player/211946/markus-kolke/220002

1

<1%

-

https://sofifa.com/player/210923/mohammed-al-owais/220002

1

<1%

-

https://sofifa.com/player/211504/lewis-baker/220002

1

<1%

-

https://sofifa.com/player/211384/jamal-lowe/220002

1

<1%

-

https://sofifa.com/player/211339/rudy-cardozo/220002

1

<1%

-

https://sofifa.com/player/211272/claudio-corvalan/220002

1

<1%

-

https://sofifa.com/player/211239/corentin-jean/220002

1

<1%

-

https://sofifa.com/player/211231/ramon-azeez/220002

1

<1%

-

https://sofifa.com/player/211177/arnor-ingvi-traustason/220002

1

<1%

-

https://sofifa.com/player/211057/pablo-valcarce-vidal/220002

1

<1%

-

https://sofifa.com/player/211037/cesar-de-la-hoz-lopez/220002

1

<1%

-

https://sofifa.com/player/211033/luis-manuel-garcia/220002

1

<1%

-

https://sofifa.com/player/210951/edison-flores/220002

1

<1%

-

https://sofifa.com/player/206436/yassine-benzia/220002

1

<1%

-

https://sofifa.com/player/206141/kalifa-coulibaly/220002

1

<1%

-

https://sofifa.com/player/223790/sheraldo-becker/220002

1

<1%

-

https://sofifa.com/player/206042/jacopo-dezi/220002

1

<1%

-

https://sofifa.com/player/202986/jin-ho-sin/220002

7,184

>99%

-

(Other)

short_name

MISSING:

---

7

<1%

-

J. Rodríguez

7

<1%

-

Paulinho

4

<1%

-

J. Angulo

4

<1%

-

Danilo

4

<1%

-

J. Martínez

4

<1%

-

L. Rodríguez

4

<1%

-

M. Camara

4

<1%

-

Gabriel

3

<1%

-

B. Johnson

3

<1%

-

L. Kelly

3

<1%

-

J. Murillo

3

<1%

-

L. García

3

<1%

-

M. Rodríguez

3

<1%

-

João Pedro

3

<1%

-

A. Bamba

3

<1%

-

Marcelo

3

<1%

-

L. González

3

<1%

-

Jairo

3

<1%

-

E. Martínez

3

<1%

-

Fernando

3

<1%

-

L. Díaz

3

<1%

-

J. Corona

3

<1%

-

J. Hernández

3

<1%

-

D. González

3

<1%

-

Guilherme

2

<1%

-

S. Johnson

2

<1%

-

V. Berisha

2

<1%

-

M. Sarr

2

<1%

-

Serginho

2

<1%

-

A. Touré

2

<1%

-

Rafinha

2

<1%

-

P. Aguilar

2

<1%

-

C. Traoré

2

<1%

-

Marcos Paulo

2

<1%

-

J. Ward

2

<1%

-

A. González

2

<1%

-

L. Krejčí

2

<1%

-

Joaquín

2

<1%

-

S. Diarra

2

<1%

-

D. Ward

2

<1%

-

Rogério

2

<1%

-

S. Pérez

2

<1%

-

J. Collins

2

<1%

-

P. Diop

2

<1%

-

J. Moreno

2

<1%

-

A. Silva

2

<1%

-

S. Rodríguez

2

<1%

-

M. Andersen

2

<1%

-

D. Martínez

2

<1%

-

Víctor Ruiz

2

<1%

-

J. González

2

<1%

-

Aitor

2

<1%

-

João Mário

2

<1%

-

Pedrinho

2

<1%

-

Felipe

2

<1%

-

J. Vuković

2

<1%

-

L. López

2

<1%

-

T. Boyd

2

<1%

-

Munir

2

<1%

-

G. Masouras

7,085

98%

-

(Other)

long_name

MISSING:

---

2

<1%

-

Ladislav Krejčí

2

<1%

-

Danny Ward

1

<1%

-

Lionel Andrés Messi Cuccittini

1

<1%

-

Simon Augustin Falette

1

<1%

-

Luis Fernando Quintana Vega

1

<1%

-

Luca Danilo Zuffi

1

<1%

-

Emanuel Herrera

1

<1%

-

Gergő Lovrencsics

1

<1%

-

Julian Jeanvier

1

<1%

-

Joshua Brenet

1

<1%

-

Birama Touré

1

<1%

-

José Juan Vázquez Gómez

1

<1%

-

Daniel Bachmann

1

<1%

-

Alison Lopes Ferreira

1

<1%

-

Gerso Fernandes

1

<1%

-

Bart van Hintum

1

<1%

-

Luis Carlos Cardozo Espillaga

1

<1%

-

Jimmy Giraudon

1

<1%

-

Youssouf Yacoub M'Changama

1

<1%

-

Andrés José Rodríguez Gaitán

1

<1%

-

Philipp Kühn

1

<1%

-

Roberto Antonio Correa Silva

1

<1%

-

Zymer Bytyqi

1

<1%

-

Alfie Mawson

1

<1%

-

Sergi Samper Montañá

1

<1%

-

Matthew Pearson

1

<1%

-

Pelly-Ruddock Mpanzu

1

<1%

-

Luka Đorđević

1

<1%

-

Riccardo Improta

1

<1%

-

Riccardo Fiamozzi

1

<1%

-

Mahlon Beresford Baker Romeo

1

<1%

-

Romain Philippoteaux

1

<1%

-

Carlos Ernesto Cisneros Barajas

1

<1%

-

Callum O'Dowda

1

<1%

-

Wil Trapp

1

<1%

-

Roberto Insigne

1

<1%

-

Brandon Thomas Llamas

1

<1%

-

Sebastian Kerk

1

<1%

-

Borja López Menéndez

1

<1%

-

Jordi Vanlerberghe

1

<1%

-

Jaime Gómez Valencia

1

<1%

-

Alejandro Melean Villarroel

1

<1%

-

Markus Kolke

1

<1%

-

Mohammed Al Owais

1

<1%

-

Lewis Baker

1

<1%

-

Jamal Lowe

1

<1%

-

Rudy Alejandro Cardozo Fernández

1

<1%

-

Claudio Gastón Corvalán

1

<1%

-

Corentin Jean

1

<1%

-

Ramon Olamilekan Azeez

1

<1%

-

Arnór Ingvi Traustason

1

<1%

-

Pablo Valcarce Vidal

1

<1%

-

César De La Hoz López

1

<1%

-

Luis Manuel García Palomera

1

<1%

-

Robert Mario Flores Bistolfi

1

<1%

-

Christian Walton

1

<1%

-

Yassine Benzia

1

<1%

-

이용 李镕

1

<1%

-

Benjamin Uphoff

1

<1%

-

Britt Curtis Assombalonga

7,182

>99%

-

(Other)

player_positions

MISSING:

---

967

13%

-

CB

691

10%

-

GK

645

9%

-

ST

473

7%

-

CDM, CM

304

4%

-

CM, CDM

203

3%

-

LB

200

3%

-

RB

153

2%

-

CM

101

1%

-

CAM, CM

92

1%

-

CB, RB

86

1%

-

CB, LB

81

1%

-

CM, CAM

81

1%

-

LB, LM

72

<1%

-

RM, LM

70

<1%

-

CDM

69

<1%

-

CB, CDM

63

<1%

-

LM, RM

62

<1%

-

RB, RM

58

<1%

-

RB, RWB

56

<1%

-

CAM

56

<1%

-

LB, LWB

55

<1%

-

RB, LB

50

<1%

-

RM

49

<1%

-

ST, LW

47

<1%

-

CM, CDM, CAM

47

<1%

-

LM

43

<1%

-

CDM, CB

43

<1%

-

RB, CB

42

<1%

-

ST, RM

38

<1%

-

RM, RW

38

<1%

-

LB, CB

37

<1%

-

ST, CAM

36

<1%

-

ST, RW

36

<1%

-

RW, LW

34

<1%

-

CDM, CM, CB

34

<1%

-

ST, LM

33

<1%

-

LM, ST

32

<1%

-

RW, RM

31

<1%

-

CAM, RM

30

<1%

-

ST, CF

30

<1%

-

LM, LW

29

<1%

-

LW, RW

28

<1%

-

LM, CAM

26

<1%

-

CAM, LM

25

<1%

-

RW

25

<1%

-

CDM, CM, CAM

25

<1%

-

CM, CAM, CDM

23

<1%

-

LWB, LB

23

<1%

-

RWB, RB

22

<1%

-

CAM, ST

21

<1%

-

LB, LWB, LM

21

<1%

-

CAM, CM, LM

19

<1%

-

RM, ST

19

<1%

-

RM, LM, ST

19

<1%

-

LW, LM

18

<1%

-

RM, LM, CAM

18

<1%

-

LM, RM, ST

18

<1%

-

CAM, CF

17

<1%

-

CDM, CB, CM

17

<1%

-

LW, ST

1,463

20%

-

(Other)

overall

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

movement_reactions

0.79

value_eur

0.77

release_clause_eur

0.76

potential

0.75

wage_eur

0.74

passing

0.51

dribbling

0.49

mentality_composure

0.48

mentality_vision

0.34

shooting

0.31

power_shot_power

0.31

attacking_short_passing

0.28

goalkeeping_speed

0.27

club_team_id

-0.27

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

international_reputation

0.65

gk

0.63

league_name

0.57

player_tags

0.48

nation_logo_url

0.45

real_face

0.45

body_type

0.40

club_flag_url

0.37

nation_position

0.36

skill_moves

0.32

league_level

0.25

club_contract_valid_until

0.24

club_position

0.16

weak_foot

0.15

MOST FREQUENT VALUES

69

939

13.0%

70

872

12.0%

68

840

11.6%

71

766

10.6%

72

733

10.1%

73

665

9.2%

75

503

6.9%

74

462

6.4%

76

328

4.5%

77

273

3.8%

78

200

2.8%

79

154

2.1%

80

121

1.7%

81

104

1.4%

82

85

1.2%

SMALLEST VALUES

68

840

11.6%

69

939

13.0%

70

872

12.0%

71

766

10.6%

72

733

10.1%

73

665

9.2%

74

462

6.4%

75

503

6.9%

76

328

4.5%

77

273

3.8%

78

200

2.8%

79

154

2.1%

80

121

1.7%

81

104

1.4%

82

85

1.2%

LARGEST VALUES

93

1

<0.1%

92

1

<0.1%

91

5

<0.1%

90

4

<0.1%

89

11

0.2%

88

8

0.1%

87

17

0.2%

86

22

0.3%

85

28

0.4%

84

43

0.6%

83

59

0.8%

82

85

1.2%

81

104

1.4%

80

121

1.7%

79

154

2.1%

potential

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

overall

0.75

release_clause_eur

0.70

value_eur

0.68

wage_eur

0.57

movement_reactions

0.55

age

-0.48

dribbling

0.41

passing

0.34

club_team_id

-0.32

mentality_composure

0.32

sofifa_id

0.26

pace

0.25

mentality_vision

0.25

attacking_short_passing

0.25

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

league_name

0.59

gk

0.44

club_flag_url

0.42

international_reputation

0.42

nation_logo_url

0.38

club_contract_valid_until

0.37

player_tags

0.36

body_type

0.33

real_face

0.30

nation_position

0.30

skill_moves

0.26

league_level

0.21

work_rate

0.13

weak_foot

0.10

MOST FREQUENT VALUES

73

635

8.8%

72

619

8.5%

70

527

7.3%

71

524

7.2%

74

511

7.1%

75

509

7.0%

69

502

6.9%

76

485

6.7%

68

420

5.8%

78

379

5.2%

77

369

5.1%

79

324

4.5%

80

307

4.2%

82

257

3.5%

81

249

3.4%

SMALLEST VALUES

68

420

5.8%

69

502

6.9%

70

527

7.3%

71

524

7.2%

72

619

8.5%

73

635

8.8%

74

511

7.1%

75

509

7.0%

76

485

6.7%

77

369

5.1%

78

379

5.2%

79

324

4.5%

80

307

4.2%

81

249

3.4%

82

257

3.5%

LARGEST VALUES

95

1

<0.1%

93

4

<0.1%

92

6

<0.1%

91

10

0.1%

90

13

0.2%

89

28

0.4%

88

33

0.5%

87

51

0.7%

86

78

1.1%

85

107

1.5%

84

124

1.7%

83

172

2.4%

82

257

3.5%

81

249

3.4%

80

307

4.2%

value_eur

MISSING:

44

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

release_clause_eur

0.99

wage_eur

0.80

overall

0.77

potential

0.68

movement_reactions

0.61

dribbling

0.41

passing

0.39

mentality_composure

0.39

mentality_vision

0.30

attacking_short_passing

0.27

shooting

0.25

power_shot_power

0.25

skill_ball_control

0.24

skill_long_passing

0.24

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

player_tags

0.68

gk

0.63

international_reputation

0.61

body_type

0.57

nation_logo_url

0.55

league_name

0.46

nation_position

0.41

real_face

0.36

skill_moves

0.30

club_flag_url

0.30

club_contract_valid_until

0.29

league_level

0.16

club_position

0.15

weak_foot

0.14

MOST FREQUENT VALUES

1600000.0

320

4.4%

1200000.0

275

3.8%

1400000.0

243

3.4%

1900000.0

230

3.2%

1300000.0

211

2.9%

1800000.0

189

2.6%

1500000.0

182

2.5%

2000000.0

158

2.2%

2100000.0

156

2.2%

1700000.0

150

2.1%

2400000.0

140

1.9%

5500000.0

138

1.9%

1100000.0

137

1.9%

2300000.0

136

1.9%

2500000.0

135

1.9%

SMALLEST VALUES

130000.0

9

0.1%

150000.0

13

0.2%

180000.0

10

0.1%

210000.0

19

0.3%

220000.0

9

0.1%

240000.0

5

<0.1%

250000.0

10

0.1%

275000.0

11

0.2%

300000.0

3

<0.1%

325000.0

20

0.3%

350000.0

14

0.2%

375000.0

6

<0.1%

400000.0

23

0.3%

425000.0

13

0.2%

450000.0

23

0.3%

LARGEST VALUES

194000000.0

1

<0.1%

137500000.0

1

<0.1%

129500000.0

1

<0.1%

129000000.0

1

<0.1%

125500000.0

1

<0.1%

119500000.0

3

<0.1%

116500000.0

1

<0.1%

114000000.0

1

<0.1%

112000000.0

1

<0.1%

108000000.0

1

<0.1%

107500000.0

2

<0.1%

104000000.0

1

<0.1%

102500000.0

1

<0.1%

101000000.0

2

<0.1%

100000000.0

1

<0.1%

wage_eur

MISSING:

39

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

value_eur

0.80

release_clause_eur

0.80

overall

0.74

movement_reactions

0.60

potential

0.57

mentality_composure

0.39

passing

0.38

dribbling

0.37

mentality_vision

0.29

club_team_id

-0.27

attacking_short_passing

0.27

power_shot_power

0.25

skill_long_passing

0.25

skill_ball_control

0.24

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

international_reputation

0.66

gk

0.63

player_tags

0.62

league_name

0.61

body_type

0.57

nation_logo_url

0.48

club_flag_url

0.46

real_face

0.44

nation_position

0.39

skill_moves

0.28

club_contract_valid_until

0.22

league_level

0.15

weak_foot

0.14

club_position

0.13

MOST FREQUENT VALUES

6000.0

421

5.8%

5000.0

401

5.6%

7000.0

376

5.2%

8000.0

346

4.8%

4000.0

343

4.8%

9000.0

319

4.4%

10000.0

255

3.5%

3000.0

254

3.5%

11000.0

248

3.4%

12000.0

225

3.1%

14000.0

200

2.8%

13000.0

195

2.7%

15000.0

164

2.3%

2000.0

160

2.2%

16000.0

140

1.9%

SMALLEST VALUES

500.0

110

1.5%

550.0

34

0.5%

600.0

35

0.5%

650.0

36

0.5%

700.0

30

0.4%

750.0

30

0.4%

800.0

30

0.4%

850.0

32

0.4%

900.0

24

0.3%

950.0

19

0.3%

1000.0

133

1.8%

2000.0

160

2.2%

3000.0

254

3.5%

4000.0

343

4.8%

5000.0

401

5.6%

LARGEST VALUES

350000.0

2

<0.1%

320000.0

1

<0.1%

310000.0

2

<0.1%

290000.0

1

<0.1%

270000.0

5

<0.1%

260000.0

2

<0.1%

250000.0

3

<0.1%

240000.0

2

<0.1%

230000.0

3

<0.1%

220000.0

5

<0.1%

210000.0

2

<0.1%

200000.0

4

<0.1%

195000.0

1

<0.1%

190000.0

4

<0.1%

185000.0

4

<0.1%

age

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

sofifa_id

-0.76

potential

-0.48

pace

-0.35

movement_sprint_speed

-0.33

movement_acceleration

-0.33

movement_agility

-0.21

skill_dribbling

-0.19

weight_kg

0.19

nation_jersey_number

-0.19

goalkeeping_positioning

0.18

release_clause_eur

-0.18

club_team_id

0.18

power_stamina

-0.17

movement_balance

-0.17

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

gk

0.38

club_contract_valid_until

0.36

league_name

0.30

club_flag_url

0.28

international_reputation

0.22

club_position

0.19

skill_moves

0.17

body_type

0.16

player_tags

0.15

work_rate

0.12

real_face

0.10

nation_logo_url

0.10

nation_position

0.10

weak_foot

0.06

MOST FREQUENT VALUES

29

669

9.2%

25

653

9.0%

26

613

8.5%

27

599

8.3%

28

597

8.2%

24

562

7.8%

30

501

6.9%

23

478

6.6%

31

477

6.6%

32

359

5.0%

22

337

4.7%

21

320

4.4%

33

287

4.0%

34

225

3.1%

35

147

2.0%

SMALLEST VALUES

17

4

<0.1%

18

27

0.4%

19

56

0.8%

20

125

1.7%

21

320

4.4%

22

337

4.7%

23

478

6.6%

24

562

7.8%

25

653

9.0%

26

613

8.5%

27

599

8.3%

28

597

8.2%

29

669

9.2%

30

501

6.9%

31

477

6.6%

LARGEST VALUES

43

2

<0.1%

41

2

<0.1%

40

9

0.1%

39

15

0.2%

38

35

0.5%

37

61

0.8%

36

84

1.2%

35

147

2.0%

34

225

3.1%

33

287

4.0%

32

359

5.0%

31

477

6.6%

30

501

6.9%

29

669

9.2%

28

597

8.2%

dob

MISSING:

---

103

1%

-

1992-02-29

99

1%

-

1996-02-29

72

<1%

-

2000-02-29

27

<1%

-

1988-02-29

11

<1%

-

1984-02-29

7

<1%

-

1994-03-20

7

<1%

-

1993-01-06

7

<1%

-

1991-01-08

7

<1%

-

1991-03-08

7

<1%

-

1993-03-05

7

<1%

-

1993-09-17

7

<1%

-

1994-03-05

6

<1%

-

1995-04-19

6

<1%

-

1995-02-09

6

<1%

-

1995-01-20

6

<1%

-

1992-02-12

6

<1%

-

1993-05-25

6

<1%

-

1996-09-30

6

<1%

-

1998-06-30

6

<1%

-

1993-03-09

6

<1%

-

1989-03-21

6

<1%

-

1994-04-25

6

<1%

-

1993-03-01

6

<1%

-

1994-01-19

6

<1%

-

1994-03-23

6

<1%

-

1996-01-23

6

<1%

-

1993-09-01

6

<1%

-

1997-11-21

6

<1%

-

1990-03-27

6

<1%

-

1995-03-09

6

<1%

-

1989-03-23

5

<1%

-

1992-01-15

5

<1%

-

1993-03-31

5

<1%

-

1996-01-19

5

<1%

-

1999-01-23

5

<1%

-

1995-09-15

5

<1%

-

1989-05-31

5

<1%

-

1995-07-19

5

<1%

-

1991-08-24

5

<1%

-

1990-03-29

5

<1%

-

1989-03-10

5

<1%

-

1992-08-25

5

<1%

-

1992-02-08

5

<1%

-

1989-04-04

5

<1%

-

1994-12-02

5

<1%

-

1990-08-19

5

<1%

-

1997-02-28

5

<1%

-

1996-08-14

5

<1%

-

1997-05-20

5

<1%

-

1994-05-06

5

<1%

-

1997-02-20

5

<1%

-

1990-03-28

5

<1%

-

1997-02-06

5

<1%

-

1996-06-28

5

<1%

-

1990-06-17

5

<1%

-

1990-01-06

5

<1%

-

1992-04-17

5

<1%

-

1996-01-11

5

<1%

-

1996-03-12

5

<1%

-

1993-03-23

6,624

91%

-

(Other)

height_cm

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

movement_balance

-0.80

weight_kg

0.78

movement_agility

-0.70

movement_acceleration

-0.60

power_strength

0.57

attacking_crossing

-0.56

physic

0.55

skill_dribbling

-0.53

skill_curve

-0.51

dribbling

-0.49

mentality_positioning

-0.48

movement_sprint_speed

-0.48

skill_fk_accuracy

-0.46

skill_ball_control

-0.46

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

body_type

0.85

skill_moves

0.51

club_position

0.49

player_tags

0.41

gk

0.38

work_rate

0.33

league_name

0.27

club_flag_url

0.26

weak_foot

0.18

nation_position

0.16

nation_logo_url

0.11

club_contract_valid_until

0.10

international_reputation

0.07

league_level

0.06

MOST FREQUENT VALUES

180

506

7.0%

185

456

6.3%

178

444

6.1%

183

416

5.7%

175

380

5.2%

188

365

5.0%

184

345

4.8%

182

332

4.6%

186

315

4.3%

187

303

4.2%

177

292

4.0%

181

283

3.9%

179

267

3.7%

190

265

3.7%

176

256

3.5%

SMALLEST VALUES

156

1

<0.1%

158

3

<0.1%

160

1

<0.1%

161

3

<0.1%

162

2

<0.1%

163

11

0.2%

164

7

<0.1%

165

30

0.4%

166

23

0.3%

167

42

0.6%

168

72

1.0%

169

80

1.1%

170

174

2.4%

171

108

1.5%

172

160

2.2%

LARGEST VALUES

202

2

<0.1%

201

6

<0.1%

200

2

<0.1%

199

7

<0.1%

198

17

0.2%

197

24

0.3%

196

64

0.9%

195

56

0.8%

194

69

1.0%

193

122

1.7%

192

119

1.6%

191

183

2.5%

190

265

3.7%

189

187

2.6%

188

365

5.0%

weight_kg

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

height_cm

0.78

movement_balance

-0.70

movement_agility

-0.65

power_strength

0.63

physic

0.59

movement_acceleration

-0.56

attacking_crossing

-0.51

skill_dribbling

-0.49

skill_curve

-0.46

dribbling

-0.45

movement_sprint_speed

-0.44

skill_ball_control

-0.43

mentality_positioning

-0.43

pace

-0.43

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

body_type

0.72

skill_moves

0.47

club_position

0.45

player_tags

0.45

gk

0.36

work_rate

0.29

league_name

0.20

club_flag_url

0.19

nation_position

0.15

weak_foot

0.15

nation_logo_url

0.10

international_reputation

0.10

preferred_foot

0.08

club_contract_valid_until

0.07

MOST FREQUENT VALUES

70

496

6.8%

75

493

6.8%

80

438

6.0%

73

399

5.5%

78

396

5.5%

72

381

5.3%

76

364

5.0%

74

354

4.9%

77

340

4.7%

82

292

4.0%

79

285

3.9%

68

263

3.6%

83

231

3.2%

71

230

3.2%

81

214

3.0%

SMALLEST VALUES

54

1

<0.1%

55

3

<0.1%

56

7

<0.1%

57

3

<0.1%

58

10

0.1%

59

9

0.1%

60

40

0.6%

61

27

0.4%

62

59

0.8%

63

73

1.0%

64

91

1.3%

65

155

2.1%

66

147

2.0%

67

185

2.6%

68

263

3.6%

LARGEST VALUES

104

1

<0.1%

103

1

<0.1%

102

1

<0.1%

101

1

<0.1%

100

2

<0.1%

99

1

<0.1%

98

5

<0.1%

97

5

<0.1%

96

12

0.2%

95

19

0.3%

94

23

0.3%

93

26

0.4%

92

41

0.6%

91

38

0.5%

90

84

1.2%

club_team_id

MISSING:

39

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

potential

-0.32

wage_eur

-0.27

overall

-0.27

movement_reactions

-0.23

release_clause_eur

-0.22

value_eur

-0.21

nationality_id

0.20

age

0.18

height_cm

-0.13

passing

-0.13

mentality_composure

-0.12

dribbling

-0.12

defending

-0.11

goalkeeping_speed

-0.09

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

league_name

0.69

club_flag_url

0.67

club_contract_valid_until

0.29

real_face

0.21

nation_logo_url

0.17

body_type

0.17

gk

0.17

international_reputation

0.16

club_position

0.14

nation_position

0.13

player_tags

0.12

league_level

0.10

work_rate

0.09

skill_moves

0.05

MOST FREQUENT VALUES

449.0

29

0.4%

73.0

28

0.4%

234.0

28

0.4%

95.0

27

0.4%

241.0

27

0.4%

5.0

27

0.4%

452.0

26

0.4%

453.0

26

0.4%

266.0

26

0.4%

1831.0

26

0.4%

111974.0

26

0.4%

69.0

26

0.4%

47.0

26

0.4%

481.0

26

0.4%

1853.0

26

0.4%

SMALLEST VALUES

1.0

25

0.3%

2.0

21

0.3%

3.0

14

0.2%

4.0

1

<0.1%

5.0

27

0.4%

7.0

24

0.3%

8.0

18

0.2%

9.0

26

0.4%

10.0

21

0.3%

11.0

26

0.4%

12.0

19

0.3%

13.0

25

0.3%

14.0

19

0.3%

15.0

15

0.2%

17.0

21

0.3%

LARGEST VALUES

115716.0

1

<0.1%

115535.0

3

<0.1%

115530.0

12

0.2%

115358.0

1

<0.1%

114899.0

9

0.1%

114688.0

2

<0.1%

114617.0

3

<0.1%

114604.0

3

<0.1%

114577.0

2

<0.1%

114575.0

2

<0.1%

114511.0

1

<0.1%

114398.0

3

<0.1%

114326.0

4

<0.1%

114162.0

10

0.1%

114161.0

8

0.1%

club_name

MISSING:

39

(<1%)

29

<1%

-

Real Betis Balompié

28

<1%

-

Paris Saint-Germain

28

<1%

-

SL Benfica

27

<1%

-

Leicester City

27

<1%

-

FC Barcelona

27

<1%

-

Chelsea

26

<1%

-

RCD Espanyol de Barcelona

26

<1%

-

RCD Mallorca

26

<1%

-

SK Slavia Praha

26

<1%

-

1. FC Union Berlin

26

<1%

-

U.S. Sassuolo Calcio

26

<1%

-

AS Monaco

26

<1%

-

AC Milan

26

<1%

-

Sevilla FC

26

<1%

-

Levante Unión Deportiva

26

<1%

-

Manchester United

26

<1%

-

Liverpool

26

<1%

-

Real Madrid CF

26

<1%

-

Lazio

25

<1%

-

Galatasaray SK

25

<1%

-

TSG Hoffenheim

25

<1%

-

FC Porto

25

<1%

-

Elche CF

25

<1%

-

Borussia Dortmund

25

<1%

-

Fulham

25

<1%

-

Juventus

25

<1%

-

Eintracht Frankfurt

25

<1%

-

CA Osasuna

25

<1%

-

Real Valladolid CF

25

<1%

-

Newcastle United

25

<1%

-

Inter

25

<1%

-

Arsenal

25

<1%

-

Hertha BSC

25

<1%

-

Rayo Vallecano

25

<1%

-

Watford

25

<1%

-

Villarreal CF

25

<1%

-

Valencia CF

24

<1%

-

Cádiz CF

24

<1%

-

River Plate

24

<1%

-

Fiorentina

24

<1%

-

Genoa

24

<1%

-

West Ham United

24

<1%

-

Napoli

24

<1%

-

Crystal Palace

24

<1%

-

Roma

24

<1%

-

Sheffield United

24

<1%

-

RB Leipzig

24

<1%

-

Bayer 04 Leverkusen

24

<1%

-

Fenerbahçe SK

24

<1%

-

Everton

23

<1%

-

Torino F.C.

23

<1%

-

Tottenham Hotspur

23

<1%

-

Racing Club

23

<1%

-

Atalanta

23

<1%

-

Ajax

23

<1%

-

1. FC Köln

23

<1%

-

Granada CF

23

<1%

-

Getafe CF

23

<1%

-

Hellas Verona

23

<1%

-

Brighton & Hove Albion

5,709

79%

-

(Other)

league_name

MISSING:

39

(<1%)

TOP CATEGORIES

Spain Primera Division

490

7%

English Premier League

467

6%

Italian Serie A

445

6%

German 1. Bundesliga

404

6%

French Ligue 1

393

5%

English League Championship

365

5%

Argentina Primera División

364

5%

Turkish Süper Lig

328

5%

Campeonato Brasileiro Série A

305

4%

USA Major League Soccer

301

4%

Spanish Segunda División

287

4%

Portuguese Liga ZON SAGRES

274

4%

Mexican Liga MX

260

4%

Belgian Jupiler Pro League

243

3%

German 2. Bundesliga

221

3%

Holland Eredivisie

185

3%

Japanese J. League Division 1

148

2%

(Other)

1,725

24%

ALL

7,205

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

league_name
PROVIDES INFORMATION ON...

league_level

1.00

club_flag_url

1.00

nation_logo_url

0.29

real_face

0.21

club_contract_valid_until

0.18

international_reputation

0.18

nation_position

0.16

player_tags

0.10

gk

0.07

club_position

0.06

body_type

0.05

work_rate

0.04

skill_moves

0.03

weak_foot

0.03

THESE FEATURES
GIVE INFORMATION
ON league_name:

club_flag_url

0.91

league_level

0.14

club_contract_valid_until

0.08

nation_logo_url

0.05

gk

0.05

club_position

0.04

real_face

0.03

international_reputation

0.03

body_type

0.03

nation_position

0.02

player_tags

0.02

work_rate

0.02

skill_moves

0.01

weak_foot

0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

league_name
CORRELATION RATIO WITH...

club_team_id

0.69

wage_eur

0.61

potential

0.59

overall

0.57

nationality_id

0.51

movement_reactions

0.48

release_clause_eur

0.46

value_eur

0.46

age

0.30

club_jersey_number

0.29

nation_jersey_number

0.29

mentality_composure

0.29

height_cm

0.27

sofifa_id

0.25

league_level

MISSING:

39

(<1%)

TOP CATEGORIES

1.0

6,072

84%

2.0

1,060

15%

3.0

73

1%

ALL

7,205

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

league_level
PROVIDES INFORMATION ON...

league_name

0.14

club_flag_url

0.06

nation_logo_url

0.05

nation_position

0.04

club_contract_valid_until

0.03

international_reputation

0.02

club_position

0.02

player_tags

0.01

gk

0.01

skill_moves

0.01

body_type

0.00

work_rate

0.00

weak_foot

0.00

real_face

0.00

THESE FEATURES
GIVE INFORMATION
ON league_level:

league_name

1.00

club_flag_url

0.38

club_contract_valid_until

0.11

club_position

0.08

nation_logo_url

0.06

nation_position

0.04

gk

0.03

international_reputation

0.03

body_type

0.01

skill_moves

0.01

player_tags

0.01

work_rate

0.01

weak_foot

0.00

real_face

0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

league_level
CORRELATION RATIO WITH...

overall

0.25

potential

0.21

nation_jersey_number

0.20

movement_reactions

0.17

value_eur

0.16

wage_eur

0.15

release_clause_eur

0.15

mentality_composure

0.13

nationality_id

0.13

club_jersey_number

0.11

mentality_vision

0.11

club_team_id

0.10

power_shot_power

0.09

attacking_short_passing

0.09

club_position

MISSING:

39

(<1%)

TOP CATEGORIES

SUB

2,639

37%

GK

420

6%

RCB

369

5%

RES

365

5%

LCB

357

5%

ST

279

4%

RB

271

4%

LB

266

4%

LCM

248

3%

RCM

242

3%

LM

220

3%

RM

216

3%

CAM

194

3%

LDM

137

2%

LS

134

2%

RDM

127

2%

RS

119

2%

(Other)

602

8%

ALL

7,205

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

club_position
PROVIDES INFORMATION ON...

skill_moves

0.27

nation_position

0.16

player_tags

0.16

preferred_foot

0.14

nation_logo_url

0.12

work_rate

0.12

gk

0.10

league_level

0.08

body_type

0.08

weak_foot

0.05

league_name

0.04

club_flag_url

0.04

club_contract_valid_until

0.03

international_reputation

0.02

THESE FEATURES
GIVE INFORMATION
ON club_position:

skill_moves

0.13

gk

0.09

work_rate

0.07

league_name

0.06

club_flag_url

0.05

body_type

0.05

player_tags

0.05

nation_position

0.03

preferred_foot

0.03

nation_logo_url

0.03

weak_foot

0.02

club_contract_valid_until

0.02

league_level

0.02

international_reputation

0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

club_position
CORRELATION RATIO WITH...

goalkeeping_positioning

0.77

goalkeeping_reflexes

0.77

goalkeeping_handling

0.77

goalkeeping_diving

0.77

goalkeeping_kicking

0.77

goalkeeping_speed

0.76

dribbling

0.75

physic

0.75

passing

0.75

shooting

0.73

defending

0.73

skill_ball_control

0.72

skill_dribbling

0.72

pace

0.71

club_jersey_number

MISSING:

39

(<1%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

nation_jersey_number

0.14

defending

-0.07

shooting

0.06

overall

-0.05

goalkeeping_speed

-0.05

defending_marking_awareness

-0.05

mentality_interceptions

-0.05

pace

0.05

sofifa_id

0.05

movement_reactions

-0.05

power_long_shots

0.05

dribbling

0.05

age

-0.05

physic

-0.05

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

club_flag_url

0.30

league_name

0.29

club_position

0.16

gk

0.12

league_level

0.11

club_contract_valid_until

0.10

player_tags

0.10

nation_logo_url

0.08

nation_position

0.07

skill_moves

0.06

work_rate

0.05

real_face

0.05

international_reputation

0.04

weak_foot

0.03

MOST FREQUENT VALUES

10.0

379

5.3%

7.0

313

4.3%

9.0

313

4.3%

11.0

307

4.3%

8.0

304

4.2%

5.0

285

4.0%

1.0

283

3.9%

6.0

279

3.9%

4.0

261

3.6%

3.0

232

3.2%

2.0

229

3.2%

17.0

228

3.2%

23.0

219

3.0%

21.0

214

3.0%

14.0

212

2.9%

SMALLEST VALUES

1.0

283

3.9%

2.0

229

3.2%

3.0

232

3.2%

4.0

261

3.6%

5.0

285

4.0%

6.0

279

3.9%

7.0

313

4.3%

8.0

304

4.2%

9.0

313

4.3%

10.0

379

5.3%

11.0

307

4.3%

12.0

123

1.7%

13.0

156

2.2%

14.0

212

2.9%

15.0

186

2.6%

LARGEST VALUES

99.0

33

0.5%

98.0

9

0.1%

97.0

6

<0.1%

96.0

4

<0.1%

95.0

10

0.1%

94.0

10

0.1%

93.0

6

<0.1%

92.0

12

0.2%

91.0

12

0.2%

90.0

17

0.2%

89.0

7

<0.1%

88.0

26

0.4%

87.0

10

0.1%

85.0

1

<0.1%

84.0

1

<0.1%

club_loaned_from

MISSING:

6,747

(93%)

12

2%

-

Sporting CP

11

2%

-

Chelsea

11

2%

-

Manchester City

10

2%

-

Atlético de Madrid

9

2%

-

SL Benfica

8

2%

-

Olympiacos CFP

8

2%

-

Atalanta

7

1%

-

Brighton & Hove Albion

7

1%

-

Racing Club

7

1%

-

Parma

7

1%

-

Villarreal CF

7

1%

-

Roma

7

1%

-

Arsenal

6

1%

-

Inter

6

1%

-

Juventus

6

1%

-

FC Porto

5

1%

-

RB Leipzig

5

1%

-

Estudiantes de La Plata

5

1%

-

Manchester United

5

1%

-

Dijon FCO

5

1%

-

Wolverhampton Wanderers

5

1%

-

Club Deportivo Guadalajara

5

1%

-

Club Tijuana

5

1%

-

AC Milan

5

1%

-

Hertha BSC

5

1%

-

Real Sociedad

5

1%

-

Watford

5

1%

-

U.S. Sassuolo Calcio

4

<1%

-

1. FSV Mainz 05

4

<1%

-

Futebol Clube de Famalicão

4

<1%

-

Royal Antwerp FC

4

<1%

-

FC Bayern München

4

<1%

-

VfL Wolfsburg

4

<1%

-

Real Valladolid CF

4

<1%

-

FC Barcelona

4

<1%

-

SC Braga

4

<1%

-

Olympique de Marseille

4

<1%

-

Fiorentina

4

<1%

-

Portimonense SC

4

<1%

-

Real Madrid CF

4

<1%

-

Stade de Reims

3

<1%

-

Liverpool

3

<1%

-

Dynamo Kyiv

3

<1%

-

Bayer 04 Leverkusen

3

<1%

-

Argentinos Juniors

3

<1%

-

Club Atlético Lanús

3

<1%

-

San Lorenzo de Almagro

3

<1%

-

Dinamo Zagreb

3

<1%

-

CF Monterrey

3

<1%

-

İstanbul Başakşehir FK

3

<1%

-

Newell's Old Boys

3

<1%

-

RSC Anderlecht

3

<1%

-

Godoy Cruz

3

<1%

-

Galatasaray SK

3

<1%

-

Cádiz CF

3

<1%

-

Racing Club de Lens

3

<1%

-

Stoke City

3

<1%

-

Norwich City

3

<1%

-

TSG Hoffenheim

3

<1%

-

PSV

199

40%

-

(Other)

club_joined

MISSING:

536

(7%)

310

5%

-

2021-07-01

303

5%

-

2019-07-01

193

3%

-

2018-07-01

156

2%

-

2017-07-01

129

2%

-

2021-07-08

117

2%

-

2021-07-07

88

1%

-

2016-07-01

88

1%

-

2020-07-01

69

1%

-

2021-08-31

65

<1%

-

2015-07-01

57

<1%

-

2021-07-05

55

<1%

-

2020-01-01

55

<1%

-

2021-06-30

51

<1%

-

2020-10-05

49

<1%

-

2019-01-01

48

<1%

-

2021-01-01

46

<1%

-

2014-07-01

41

<1%

-

2020-09-01

39

<1%

-

2021-07-02

33

<1%

-

2019-07-03

33

<1%

-

2018-01-01

33

<1%

-

2021-08-13

32

<1%

-

2021-02-01

32

<1%

-

2018-07-02

30

<1%

-

2019-09-02

29

<1%

-

2020-08-04

29

<1%

-

2020-01-31

26

<1%

-

2021-09-01

26

<1%

-

2019-01-31

25

<1%

-

2021-07-13

24

<1%

-

2011-07-01

23

<1%

-

2021-07-19

22

<1%

-

2020-08-12

22

<1%

-

2020-08-28

21

<1%

-

2021-07-20

21

<1%

-

2013-07-01

21

<1%

-

2020-01-30

20

<1%

-

2021-07-30

20

<1%

-

2021-07-16

19

<1%

-

2021-07-14

19

<1%

-

2021-01-09

19

<1%

-

2021-08-30

19

<1%

-

2021-07-12

19

<1%

-

2020-09-08

18

<1%

-

2019-07-02

18

<1%

-

2021-07-03

18

<1%

-

2010-07-01

18

<1%

-

2021-08-10

18

<1%

-

2012-07-01

17

<1%

-

2020-09-07

17

<1%

-

2017-01-01

17

<1%

-

2019-07-18

17

<1%

-

2019-07-05

17

<1%

-

2021-08-04

17

<1%

-

2019-08-06

17

<1%

-

2021-08-06

17

<1%

-

2019-08-08

17

<1%

-

2021-07-28

17

<1%

-

2021-07-15

16

<1%

-

2021-08-25

3,856

57%

-

(Other)

club_contract_valid_until

MISSING:

39

(<1%)

TOP CATEGORIES

2022.0

2,452

34%

2023.0

1,764

24%

2024.0

1,584

22%

2025.0

597

8%

2021.0

537

7%

2026.0

257

4%

2027.0

12

<1%

2028.0

1

<1%

2031.0

1

<1%

ALL

7,205

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

club_contract_valid_until
PROVIDES INFORMATION ON...

league_level

0.11

club_flag_url

0.09

league_name

0.08

nation_logo_url

0.08

nation_position

0.06

player_tags

0.04

club_position

0.02

gk

0.01

international_reputation

0.01

body_type

0.01

real_face

0.01

work_rate

0.01

skill_moves

0.00

weak_foot

0.00

THESE FEATURES
GIVE INFORMATION
ON club_contract_valid_until:

league_name

0.18

club_flag_url

0.17

league_level

0.03

nation_logo_url

0.03

club_position

0.03

gk

0.02

nation_position

0.02

player_tags

0.02

body_type

0.01

work_rate

0.01

international_reputation

0.00

skill_moves

0.00

real_face

0.00

weak_foot

0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

club_contract_valid_until
CORRELATION RATIO WITH...

potential

0.37

age

0.36

release_clause_eur

0.32

club_team_id

0.29

value_eur

0.29

sofifa_id

0.26

overall

0.24

wage_eur

0.22

nation_jersey_number

0.21

movement_reactions

0.18

movement_sprint_speed

0.14

movement_acceleration

0.14

nationality_id

0.12

pace

0.11

nationality_id

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

club_team_id

0.20

nation_team_id

0.19

potential

-0.14

height_cm

-0.13

movement_reactions

-0.12

pace

0.12

overall

-0.11

movement_acceleration

0.11

movement_agility

0.11

weight_kg

-0.10

movement_sprint_speed

0.10

wage_eur

-0.10

release_clause_eur

-0.09

value_eur

-0.09

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

league_name

0.51

club_flag_url

0.51

nation_logo_url

0.31

player_tags

0.13

league_level

0.13

gk

0.12

body_type

0.12

club_contract_valid_until

0.12

international_reputation

0.10

real_face

0.08

club_position

0.08

nation_position

0.08

work_rate

0.07

skill_moves

0.06

MOST FREQUENT VALUES

54

663

9.2%

45

619

8.5%

52

545

7.5%

18

438

6.0%

14

415

5.7%

21

410

5.7%

38

221

3.1%

27

218

3.0%

34

190

2.6%

56

164

2.3%

7

149

2.1%

83

148

2.0%

163

125

1.7%

48

123

1.7%

60

118

1.6%

SMALLEST VALUES

1

21

0.3%

3

4

<0.1%

4

106

1.5%

5

1

<0.1%

6

1

<0.1%

7

149

2.1%

8

35

0.5%

9

2

<0.1%

10

86

1.2%

11

2

<0.1%

12

73

1.0%

13

108

1.5%

14

415

5.7%

15

14

0.2%

17

14

0.2%

LARGEST VALUES

219

20

0.3%

214

2

<0.1%

213

1

<0.1%

207

1

<0.1%

198

9

0.1%

197

1

<0.1%

195

44

0.6%

191

3

<0.1%

190

3

<0.1%

188

2

<0.1%

186

2

<0.1%

183

18

0.2%

181

3

<0.1%

167

72

1.0%

165

2

<0.1%

nationality_name

MISSING:

---

663

9%

-

Brazil

619

9%

-

Spain

545

8%

-

Argentina

438

6%

-

France

415

6%

-

England

410

6%

-

Germany

221

3%

-

Portugal

218

3%

-

Italy

190

3%

-

Netherlands

164

2%

-

Colombia

149

2%

-

Belgium

148

2%

-

Mexico

125

2%

-

Japan

123

2%

-

Turkey

118

2%

-

Uruguay

108

1%

-

Denmark

107

1%

-

United States

106

1%

-

Austria

92

1%

-

Sweden

90

1%

-

Norway

86

1%

-

Croatia

81

1%

-

Switzerland

75

1%

-

Scotland

73

1%

-

Poland

73

1%

-

Czech Republic

72

<1%

-

Korea Republic

69

<1%

-

Senegal

69

<1%

-

Paraguay

68

<1%

-

Serbia

64

<1%

-

Morocco

64

<1%

-

Nigeria

62

<1%

-

Russia

60

<1%

-

Chile

59

<1%

-

Greece

57

<1%

-

Ghana

55

<1%

-

Romania

49

<1%

-

Côte d'Ivoire

48

<1%

-

Ukraine

45

<1%

-

Republic of Ireland

44

<1%

-

Australia

39

<1%

-

Ecuador

36

<1%

-

Venezuela

36

<1%

-

Wales

35

<1%

-

Congo DR

35

<1%

-

Cameroon

35

<1%

-

Bosnia and Herzegovina

34

<1%

-

Slovakia

34

<1%

-

Algeria

32

<1%

-

Mali

31

<1%

-

China PR

30

<1%

-

Peru

26

<1%

-

South Africa

25

<1%

-

Slovenia

23

<1%

-

Hungary

22

<1%

-

Iceland

21

<1%

-

Albania

20

<1%

-

Kosovo

19

<1%

-

Canada

18

<1%

-

Saudi Arabia

18

<1%

-

Jamaica

353

5%

-

(Other)

nation_team_id

MISSING:

6,573

(91%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

nationality_id

0.19

goalkeeping_speed

0.13

power_jumping

0.08

overall

-0.08

physic

0.07

potential

-0.07

power_strength

0.07

passing

-0.06

wage_eur

-0.06

pace

-0.05

power_stamina

0.05

club_jersey_number

-0.05

club_team_id

0.05

nation_jersey_number

-0.05

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

nation_logo_url

1.00

nation_position

0.35

club_flag_url

0.16

league_name

0.15

player_tags

0.14

gk

0.13

club_position

0.09

body_type

0.08

real_face

0.08

international_reputation

0.07

club_contract_valid_until

0.06

league_level

0.05

work_rate

0.04

skill_moves

0.02

MOST FREQUENT VALUES

1369.0

23

3.4%

1330.0

23

3.4%

1366.0

23

3.4%

1370.0

23

3.4%

1386.0

23

3.4%

1322.0

23

3.4%

1338.0

23

3.4%

1331.0

23

3.4%

1357.0

23

3.4%

1387.0

23

3.4%

1362.0

23

3.4%

1343.0

23

3.4%

105035.0

23

3.4%

1318.0

23

3.4%

1337.0

23

3.4%

SMALLEST VALUES

1318.0

23

3.4%

1322.0

23

3.4%

1325.0

23

3.4%

1330.0

23

3.4%

1331.0

23

3.4%

1334.0

12

1.8%

1335.0

23

3.4%

1337.0

23

3.4%

1338.0

23

3.4%

1341.0

19

2.8%

1343.0

23

3.4%

1352.0

22

3.3%

1353.0

21

3.1%

1354.0

23

3.4%

1355.0

18

2.7%

LARGEST VALUES

111473.0

9

1.3%

111455.0

18

2.7%

110081.0

10

1.5%

105035.0

23

3.4%

1886.0

19

2.8%

1415.0

20

3.0%

1413.0

12

1.8%

1387.0

23

3.4%

1386.0

23

3.4%

1370.0

23

3.4%

1369.0

23

3.4%

1367.0

19

2.8%

1366.0

23

3.4%

1363.0

22

3.3%

1362.0

23

3.4%

nation_position

MISSING:

6,573

(91%)

TOP CATEGORIES

SUB

332

49%

GK

32

5%

RCB

31

5%

LCB

29

4%

LB

27

4%

ST

24

4%

RB

23

3%

RCM

22

3%

LCM

22

3%

RM

15

2%

RW

15

2%

CDM

14

2%

LW

14

2%

LM

14

2%

CAM

10

1%

RDM

9

1%

LDM

8

1%

(Other)

30

4%

ALL

671

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

nation_position
PROVIDES INFORMATION ON...

nation_logo_url

0.53

player_tags

0.07

international_reputation

0.05

league_level

0.04

club_position

0.03

gk

0.03

real_face

0.03

skill_moves

0.03

league_name

0.02

club_flag_url

0.02

club_contract_valid_until

0.02

body_type

0.02

work_rate

0.02

preferred_foot

0.01

THESE FEATURES
GIVE INFORMATION
ON nation_position:

nation_logo_url

0.66

league_name

0.16

club_position

0.16

gk

0.14

club_flag_url

0.13

player_tags

0.11

skill_moves

0.07

body_type

0.07

club_contract_valid_until

0.06

international_reputation

0.06

work_rate

0.05

league_level

0.04

real_face

0.03

weak_foot

0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

nation_position
CORRELATION RATIO WITH...

nation_jersey_number

0.88

value_eur

0.41

release_clause_eur

0.40

wage_eur

0.39

overall

0.36

nation_team_id

0.35

potential

0.30

movement_reactions

0.29

goalkeeping_diving

0.24

goalkeeping_positioning

0.24

goalkeeping_reflexes

0.24

goalkeeping_handling

0.24

goalkeeping_kicking

0.24

goalkeeping_speed

0.23

nation_jersey_number

MISSING:

6,573

(91%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

physic

-0.21

defending

-0.20

age

-0.19

power_jumping

-0.18

attacking_finishing

0.17

sofifa_id

0.17

mentality_positioning

0.15

skill_dribbling

0.15

movement_agility

0.15

power_strength

-0.15

power_long_shots

0.15

shooting

0.15

movement_acceleration

0.15

skill_curve

0.14

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

nation_position

0.88

nation_logo_url

0.86

league_name

0.29

club_flag_url

0.26

gk

0.24

player_tags

0.23

club_contract_valid_until

0.21

club_position

0.20

international_reputation

0.20

league_level

0.20

body_type

0.16

real_face

0.14

skill_moves

0.09

work_rate

0.07

MOST FREQUENT VALUES

10.0

31

4.6%

1.0

31

4.6%

11.0

30

4.5%

20.0

30

4.5%

5.0

30

4.5%

8.0

30

4.5%

12.0

29

4.3%

9.0

29

4.3%

6.0

29

4.3%

13.0

28

4.2%

7.0

28

4.2%

19.0

28

4.2%

3.0

28

4.2%

18.0

28

4.2%

21.0

27

4.0%

SMALLEST VALUES

1.0

31

4.6%

2.0

25

3.7%

3.0

28

4.2%

4.0

26

3.9%

5.0

30

4.5%

6.0

29

4.3%

7.0

28

4.2%

8.0

30

4.5%

9.0

29

4.3%

10.0

31

4.6%

11.0

30

4.5%

12.0

29

4.3%

13.0

28

4.2%

14.0

26

3.9%

15.0

26

3.9%

LARGEST VALUES

28.0

3

0.4%

27.0

2

0.3%

26.0

9

1.3%

25.0

4

0.6%

24.0

11

1.6%

23.0

27

4.0%

22.0

24

3.6%

21.0

27

4.0%

20.0

30

4.5%

19.0

28

4.2%

18.0

28

4.2%

17.0

26

3.9%

16.0

26

3.9%

15.0

26

3.9%

14.0

26

3.9%

preferred_foot

MISSING:

---

TOP CATEGORIES

Right

5,442

75%

Left

1,802

25%

ALL

7,244

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

preferred_foot
PROVIDES INFORMATION ON...

club_position

0.03

nation_position

0.01

weak_foot

0.01

player_tags

0.01

skill_moves

0.00

nation_logo_url

0.00

gk

0.00

work_rate

0.00

body_type

0.00

club_flag_url

0.00

league_name

0.00

club_contract_valid_until

0.00

international_reputation

0.00

league_level

0.00

THESE FEATURES
GIVE INFORMATION
ON preferred_foot:

club_position

0.14

weak_foot

0.02

gk

0.02

nation_position

0.01

player_tags

0.01

skill_moves

0.01

work_rate

0.01

league_name

0.01

club_flag_url

0.01

nation_logo_url

0.00

body_type

0.00

club_contract_valid_until

0.00

international_reputation

0.00

league_level

0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

preferred_foot
CORRELATION RATIO WITH...

attacking_crossing

0.18

skill_curve

0.15

skill_fk_accuracy

0.14

passing

0.12

skill_dribbling

0.10

pace

0.10

skill_long_passing

0.10

dribbling

0.10

movement_acceleration

0.10

movement_sprint_speed

0.09

skill_ball_control

0.09

defending_sliding_tackle

0.09

goalkeeping_positioning

0.09

goalkeeping_kicking

0.08

weak_foot

MISSING:

---

TOP CATEGORIES

3

4,215

58%

4

1,591

22%

2

1,212

17%

5

189

3%

1

37

<1%

ALL

7,244

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

weak_foot
PROVIDES INFORMATION ON...

skill_moves

0.05

player_tags

0.03

preferred_foot

0.02

nation_position

0.02

international_reputation

0.02

club_position

0.02

gk

0.02

nation_logo_url

0.02

work_rate

0.01

body_type

0.01

real_face

0.01

league_name

0.01

club_flag_url

0.01

league_level

0.00

THESE FEATURES
GIVE INFORMATION
ON weak_foot:

skill_moves

0.06

club_position

0.05

gk

0.04

league_name

0.03

player_tags

0.02

work_rate

0.02

club_flag_url

0.02

body_type

0.02

preferred_foot

0.01

international_reputation

0.01

nation_position

0.01

nation_logo_url

0.01

real_face

0.00

club_contract_valid_until

0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

weak_foot
CORRELATION RATIO WITH...

attacking_finishing

0.37

attacking_volleys

0.36

shooting

0.35

power_long_shots

0.34

mentality_penalties

0.33

mentality_positioning

0.33

mentality_vision

0.32

skill_dribbling

0.32

skill_curve

0.31

skill_ball_control

0.31

skill_fk_accuracy

0.30

dribbling

0.30

power_shot_power

0.29

passing

0.29

skill_moves

MISSING:

---

TOP CATEGORIES

3

3,338

46%

2

2,203

30%

4

961

13%

1

691

10%

5

51

<1%

ALL

7,244

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

skill_moves
PROVIDES INFORMATION ON...

gk

0.14

club_position

0.13

player_tags

0.12

work_rate

0.12

body_type

0.08

nation_position

0.07

weak_foot

0.06

international_reputation

0.05

real_face

0.02

nation_logo_url

0.02

league_level

0.01

league_name

0.01

preferred_foot

0.01

club_flag_url

0.01

THESE FEATURES
GIVE INFORMATION
ON skill_moves:

club_position

0.27

gk

0.27

work_rate

0.16

body_type

0.11

player_tags

0.07

weak_foot

0.05

nation_position

0.03

league_name

0.03

international_reputation

0.02

club_flag_url

0.02

nation_logo_url

0.01

real_face

0.01

league_level

0.01

club_contract_valid_until

0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
CORRELATION RATIO WITH...

goalkeeping_reflexes

0.98

goalkeeping_diving

0.98

goalkeeping_positioning

0.98

goalkeeping_handling

0.98

goalkeeping_kicking

0.98

goalkeeping_speed

0.97

dribbling

0.97

passing

0.95

physic

0.94

skill_ball_control

0.94

skill_dribbling

0.92

pace

0.90

shooting

0.89

attacking_short_passing

0.88

international_reputation

MISSING:

---

TOP CATEGORIES

1

5,876

81%

2

1,019

14%

3

284

4%

4

57

<1%

5

8

<1%

ALL

7,244

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

international_reputation
PROVIDES INFORMATION ON...

real_face

0.16

player_tags

0.09

gk

0.09

nation_logo_url

0.08

nation_position

0.06

league_name

0.03

league_level

0.03

body_type

0.03

skill_moves

0.02

club_flag_url

0.02

weak_foot

0.01

club_position

0.01

club_contract_valid_until

0.00

work_rate

0.00

THESE FEATURES
GIVE INFORMATION
ON international_reputation:

gk

0.36

league_name

0.18

real_face

0.15

club_flag_url

0.11

player_tags

0.11

nation_logo_url

0.08

body_type

0.08

nation_position

0.05

skill_moves

0.05

league_level

0.02

club_position

0.02

weak_foot

0.02

club_contract_valid_until

0.01

work_rate

0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

international_reputation
CORRELATION RATIO WITH...

wage_eur

0.66

overall

0.65

value_eur

0.61

release_clause_eur

0.58

movement_reactions

0.54

potential

0.42

mentality_composure

0.39

sofifa_id

0.36

mentality_vision

0.26

power_shot_power

0.26

age

0.22

attacking_short_passing

0.21

skill_long_passing

0.21

attacking_volleys

0.20

work_rate

MISSING:

---

TOP CATEGORIES

Medium/Medium

2,930

40%

High/Medium

1,697

23%

Medium/High

857

12%

High/High

657

9%

High/Low

379

5%

Medium/Low

327

5%

Low/High

222

3%

Low/Medium

163

2%

Low/Low

12

<1%

ALL

7,244

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

work_rate
PROVIDES INFORMATION ON...

skill_moves

0.16

player_tags

0.15

club_position

0.07

nation_position

0.05

gk

0.04

nation_logo_url

0.03

body_type

0.03

weak_foot

0.02

club_flag_url

0.02

league_name

0.02

league_level

0.01

preferred_foot

0.01

international_reputation

0.01

club_contract_valid_until

0.01

THESE FEATURES
GIVE INFORMATION
ON work_rate:

skill_moves

0.12

club_position

0.12

player_tags

0.07

gk

0.07

league_name

0.04

club_flag_url

0.04

body_type

0.03

nation_position

0.02

weak_foot

0.01

nation_logo_url

0.01

club_contract_valid_until

0.01

international_reputation

0.00

preferred_foot

0.00

league_level

0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

work_rate
CORRELATION RATIO WITH...

mentality_positioning

0.51

attacking_finishing

0.50

movement_acceleration

0.49

shooting

0.47

movement_sprint_speed

0.47

movement_agility

0.46

skill_dribbling

0.46

pace

0.46

defending_marking_awareness

0.46

defending_standing_tackle

0.46

mentality_interceptions

0.45

attacking_volleys

0.45

defending_sliding_tackle

0.45

defending

0.44

body_type

MISSING:

---

TOP CATEGORIES

Normal (170-185)

2,568

35%

Normal (185+)

1,717

24%

Lean (170-185)

1,300

18%

Lean (185+)

620

9%

Stocky (170-185)

294

4%

Normal (170-)

254

4%

Stocky (185+)

167

2%

Lean (170-)

136

2%

Unique

134

2%

Stocky (170-)

54

<1%

ALL

7,244

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

body_type
PROVIDES INFORMATION ON...

player_tags

0.17

skill_moves

0.11

international_reputation

0.08

nation_position

0.07

nation_logo_url

0.06

gk

0.05

club_position

0.05

real_face

0.04

work_rate

0.03

league_name

0.03

club_flag_url

0.03

weak_foot

0.02

league_level

0.01

club_contract_valid_until

0.01

THESE FEATURES
GIVE INFORMATION
ON body_type:

skill_moves

0.08

club_position

0.08

gk

0.08

player_tags

0.07

league_name

0.05

club_flag_url

0.05

work_rate

0.03

international_reputation

0.03

nation_logo_url

0.02

nation_position

0.02

real_face

0.01

weak_foot

0.01

club_contract_valid_until

0.01

league_level

0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

body_type
CORRELATION RATIO WITH...

height_cm

0.85

weight_kg

0.72

movement_balance

0.71

movement_agility

0.64

power_strength

0.58

wage_eur

0.57

value_eur

0.57

movement_acceleration

0.56

release_clause_eur

0.55

attacking_crossing

0.53

skill_dribbling

0.50

skill_curve

0.49

pace

0.49

dribbling

0.48

real_face

MISSING:

---

TOP CATEGORIES

No

5,340

74%

Yes

1,904

26%

ALL

7,244

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

real_face
PROVIDES INFORMATION ON...

international_reputation

0.15

nation_logo_url

0.05

player_tags

0.04

league_name

0.03

nation_position

0.03

club_flag_url

0.03

gk

0.03

body_type

0.01

skill_moves

0.01

weak_foot

0.00

club_contract_valid_until

0.00

work_rate

0.00

league_level

0.00

club_position

0.00

THESE FEATURES
GIVE INFORMATION
ON real_face:

league_name

0.21

international_reputation

0.16

club_flag_url

0.16

gk

0.11

nation_logo_url

0.05

player_tags

0.05

body_type

0.04

nation_position

0.03

skill_moves

0.02

weak_foot

0.01

club_contract_valid_until

0.01

club_position

0.00

work_rate

0.00

league_level

0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

real_face
CORRELATION RATIO WITH...

overall

0.45

wage_eur

0.44

movement_reactions

0.40

value_eur

0.36

release_clause_eur

0.34

potential

0.30

mentality_composure

0.26

sofifa_id

0.25

club_team_id

0.21

mentality_vision

0.19

power_shot_power

0.17

attacking_short_passing

0.17

skill_long_passing

0.16

skill_ball_control

0.14

release_clause_eur

MISSING:

541

(7%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

value_eur

0.99

wage_eur

0.80

overall

0.76

potential

0.70

movement_reactions

0.61

dribbling

0.41

passing

0.39

mentality_composure

0.38

mentality_vision

0.30

attacking_short_passing

0.27

shooting

0.25

power_shot_power

0.24

skill_ball_control

0.24

skill_long_passing

0.24

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

player_tags

0.66

gk

0.61

international_reputation

0.58

body_type

0.55

nation_logo_url

0.53

league_name

0.46

nation_position

0.40

real_face

0.34

club_contract_valid_until

0.32

club_flag_url

0.30

skill_moves

0.29

league_level

0.15

club_position

0.14

weak_foot

0.14

MOST FREQUENT VALUES

2400000.0

131

2.0%

3000000.0

125

1.9%

3600000.0

117

1.7%

2500000.0

117

1.7%

2300000.0

116

1.7%

2900000.0

111

1.7%

3200000.0

107

1.6%

2000000.0

106

1.6%

2700000.0

103

1.5%

2100000.0

103

1.5%

1900000.0

101

1.5%

1600000.0

101

1.5%

2600000.0

100

1.5%

1700000.0

99

1.5%

3800000.0

95

1.4%

SMALLEST VALUES

163000.0

2

<0.1%

188000.0

1

<0.1%

189000.0

2

<0.1%

195000.0

3

<0.1%

203000.0

1

<0.1%

208000.0

1

<0.1%

210000.0

1

<0.1%

218000.0

1

<0.1%

225000.0

2

<0.1%

228000.0

1

<0.1%

233000.0

1

<0.1%

243000.0

1

<0.1%

252000.0

1

<0.1%

255000.0

1

<0.1%

263000.0

2

<0.1%

LARGEST VALUES

373500000.0

1

<0.1%

253900000.0

1

<0.1%

246100000.0

1

<0.1%

244100000.0

1

<0.1%

238700000.0

1

<0.1%

238000000.0

1

<0.1%

232200000.0

1

<0.1%

230000000.0

1

<0.1%

224300000.0

1

<0.1%

219500000.0

1

<0.1%

210400000.0

1

<0.1%

206900000.0

2

<0.1%

197600000.0

1

<0.1%

197300000.0

1

<0.1%

197200000.0

1

<0.1%

player_tags

MISSING:

6,206

(86%)

TOP CATEGORIES

#Strength

311

30%

#Engine

157

15%

#Acrobat

153

15%

#Speedster

90

9%

#Aerial Threat, #Strength

43

4%

#Speedster, #Acrobat

42

4%

#Dribbler

34

3%

#Aerial Threat

24

2%

#Dribbler, #Acrobat

16

2%

#Speedster, #Dribbler, #Acrobat

13

1%

#Tactician

13

1%

#Crosser

12

1%

#Engine, #Acrobat

9

<1%

#FK Specialist

9

<1%

#Playmaker

9

<1%

#Tackling, #Tactician

8

<1%

#Speedster, #Engine

7

<1%

(Other)

88

8%

ALL

1,038

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

player_tags
PROVIDES INFORMATION ON...

international_reputation

0.11

nation_position

0.11

nation_logo_url

0.10

body_type

0.07

skill_moves

0.07

work_rate

0.07

real_face

0.05

club_position

0.05

gk

0.04

weak_foot

0.02

league_name

0.02

club_flag_url

0.02

club_contract_valid_until

0.02

league_level

0.01

THESE FEATURES
GIVE INFORMATION
ON player_tags:

body_type

0.17

club_position

0.16

work_rate

0.15

gk

0.13

skill_moves

0.12

league_name

0.10

international_reputation

0.09

nation_logo_url

0.08

club_flag_url

0.08

nation_position

0.07

club_contract_valid_until

0.04

real_face

0.04

weak_foot

0.03

preferred_foot

0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

player_tags
CORRELATION RATIO WITH...

value_eur

0.68

release_clause_eur

0.66

wage_eur

0.62

power_strength

0.48

overall

0.48

weight_kg

0.45

movement_agility

0.44

movement_balance

0.43

height_cm

0.41

movement_acceleration

0.39

movement_reactions

0.39

potential

0.36

movement_sprint_speed

0.33

mentality_vision

0.31

player_traits

MISSING:

1,782

(25%)

312

6%

-

Speed Dribbler (AI)

235

4%

-

Power Header

195

4%

-

Dives Into Tackles (AI)

185

3%

-

Injury Prone

173

3%

-

Long Shot Taker (AI)

168

3%

-

Long Passer (AI)

151

3%

-

Technical Dribbler (AI)

132

2%

-

Flair, Technical Dribbler (AI)

116

2%

-

Solid Player

113

2%

-

Early Crosser

96

2%

-

Team Player

76

1%

-

Playmaker (AI)

75

1%

-

Comes For Crosses

72

1%

-

Leadership

71

1%

-

Flair

63

1%

-

Finesse Shot

61

1%

-

Long Throw-in

60

1%

-

Flair, Speed Dribbler (AI)

50

<1%

-

Leadership, Team Player

49

<1%

-

Long Shot Taker (AI), Technical Dribbler (AI)

48

<1%

-

Cautious With Crosses

48

<1%

-

Long Shot Taker (AI), Speed Dribbler (AI)

35

<1%

-

Flair, Long Shot Taker (AI), Technical Dribbler (AI)

33

<1%

-

Flair, Playmaker (AI), Technical Dribbler (AI)

32

<1%

-

Injury Prone, Speed Dribbler (AI)

32

<1%

-

Long Passer (AI), Long Shot Taker (AI)

32

<1%

-

Injury Prone, Dives Into Tackles (AI)

31

<1%

-

Early Crosser, Speed Dribbler (AI)

30

<1%

-

Long Shot Taker (AI), Playmaker (AI)

30

<1%

-

Outside Foot Shot

30

<1%

-

Saves with Feet

29

<1%

-

Flair, Outside Foot Shot, Technical Dribbler (AI)

28

<1%

-

Playmaker (AI), Technical Dribbler (AI)

27

<1%

-

Long Passer (AI), Power Header

27

<1%

-

GK Long Throw

27

<1%

-

Speed Dribbler (AI), Technical Dribbler (AI)

26

<1%

-

Injury Prone, Power Header

26

<1%

-

Dives Into Tackles (AI), Long Passer (AI)

23

<1%

-

Finesse Shot, Speed Dribbler (AI)

23

<1%

-

Finesse Shot, Technical Dribbler (AI)

22

<1%

-

Dives Into Tackles (AI), Power Header

22

<1%

-

Dives Into Tackles (AI), Long Shot Taker (AI)

20

<1%

-

Rushes Out Of Goal, Comes For Crosses

20

<1%

-

Power Free-Kick

19

<1%

-

Leadership, Power Header

19

<1%

-

Long Throw-in, Early Crosser

19

<1%

-

Long Passer (AI), Playmaker (AI)

19

<1%

-

Solid Player, Long Passer (AI)

18

<1%

-

Injury Prone, Long Passer (AI)

18

<1%

-

Flair, Long Shot Taker (AI)

17

<1%

-

Rushes Out Of Goal

17

<1%

-

Injury Prone, Long Shot Taker (AI)

17

<1%

-

Long Throw-in, Speed Dribbler (AI)

16

<1%

-

Injury Prone, Technical Dribbler (AI)

16

<1%

-

Power Header, Team Player

16

<1%

-

Power Free-Kick, Long Shot Taker (AI)

16

<1%

-

Speed Dribbler (AI), Outside Foot Shot

16

<1%

-

Finesse Shot, Flair, Long Shot Taker (AI), Technical Dribbler (AI)

15

<1%

-

Dives Into Tackles (AI), Team Player

15

<1%

-

Injury Prone, Team Player

2,035

37%

-

(Other)

pace

MISSING:

691

(10%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

movement_sprint_speed

0.97

movement_acceleration

0.96

movement_agility

0.72

movement_balance

0.57

dribbling

0.54

skill_dribbling

0.53

height_cm

-0.45

weight_kg

-0.43

mentality_positioning

0.42

attacking_crossing

0.42

power_strength

-0.41

defending

-0.37

attacking_finishing

0.36

mentality_interceptions

-0.35

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.90

gk

0.87

club_position

0.71

body_type

0.49

work_rate

0.46

player_tags

0.25

weak_foot

0.25

nation_position

0.21

club_contract_valid_until

0.11

preferred_foot

0.10

league_name

0.10

club_flag_url

0.08

league_level

0.05

nation_logo_url

0.04

MOST FREQUENT VALUES

75.0

258

3.9%

77.0

255

3.9%

72.0

253

3.9%

71.0

242

3.7%

68.0

237

3.6%

70.0

234

3.6%

76.0

233

3.6%

73.0

231

3.5%

78.0

222

3.4%

69.0

214

3.3%

74.0

211

3.2%

67.0

209

3.2%

66.0

208

3.2%

79.0

193

2.9%

65.0

178

2.7%

SMALLEST VALUES

28.0

1

<0.1%

30.0

3

<0.1%

31.0

4

<0.1%

32.0

25

0.4%

33.0

19

0.3%

34.0

19

0.3%

35.0

17

0.3%

36.0

17

0.3%

37.0

10

0.2%

38.0

17

0.3%

39.0

15

0.2%

40.0

27

0.4%

41.0

33

0.5%

42.0

19

0.3%

43.0

22

0.3%

LARGEST VALUES

97.0

1

<0.1%

96.0

2

<0.1%

95.0

3

<0.1%

94.0

12

0.2%

93.0

20

0.3%

92.0

32

0.5%

91.0

54

0.8%

90.0

48

0.7%

89.0

51

0.8%

88.0

66

1.0%

87.0

79

1.2%

86.0

103

1.6%

85.0

122

1.9%

84.0

125

1.9%

83.0

165

2.5%

shooting

MISSING:

691

(10%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

attacking_finishing

0.97

power_long_shots

0.92

attacking_volleys

0.87

mentality_positioning

0.87

power_shot_power

0.83

mentality_penalties

0.77

skill_dribbling

0.74

dribbling

0.74

mentality_vision

0.71

skill_ball_control

0.70

skill_curve

0.70

skill_fk_accuracy

0.63

passing

0.61

defending_sliding_tackle

-0.60

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.89

gk

0.81

club_position

0.73

work_rate

0.47

body_type

0.42

weak_foot

0.35

player_tags

0.23

nation_position

0.22

international_reputation

0.13

league_name

0.12

club_flag_url

0.09

real_face

0.09

club_contract_valid_until

0.06

preferred_foot

0.06

MOST FREQUENT VALUES

67.0

298

4.5%

70.0

282

4.3%

68.0

281

4.3%

69.0

274

4.2%

71.0

259

4.0%

64.0

238

3.6%

65.0

225

3.4%

66.0

214

3.3%

63.0

205

3.1%

72.0

202

3.1%

73.0

173

2.6%

62.0

172

2.6%

60.0

168

2.6%

61.0

166

2.5%

74.0

154

2.4%

SMALLEST VALUES

18.0

1

<0.1%

20.0

1

<0.1%

21.0

1

<0.1%

22.0

5

<0.1%

23.0

6

<0.1%

24.0

17

0.3%

25.0

16

0.2%

26.0

21

0.3%

27.0

17

0.3%

28.0

29

0.4%

29.0

37

0.6%

30.0

40

0.6%

31.0

44

0.7%

32.0

70

1.1%

33.0

72

1.1%

LARGEST VALUES

94.0

1

<0.1%

92.0

2

<0.1%

91.0

2

<0.1%

90.0

1

<0.1%

89.0

1

<0.1%

88.0

1

<0.1%

87.0

5

<0.1%

86.0

9

0.1%

85.0

3

<0.1%

84.0

18

0.3%

83.0

17

0.3%

82.0

19

0.3%

81.0

29

0.4%

80.0

28

0.4%

79.0

46

0.7%

passing

MISSING:

691

(10%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

mentality_vision

0.88

attacking_short_passing

0.84

attacking_crossing

0.82

dribbling

0.79

skill_ball_control

0.79

skill_curve

0.79

skill_dribbling

0.75

skill_long_passing

0.74

skill_fk_accuracy

0.72

power_long_shots

0.67

mentality_positioning

0.63

shooting

0.61

mentality_composure

0.54

attacking_volleys

0.54

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.95

gk

0.93

club_position

0.75

body_type

0.46

work_rate

0.40

weak_foot

0.29

nation_position

0.23

player_tags

0.21

international_reputation

0.14

league_name

0.12

preferred_foot

0.12

real_face

0.11

club_flag_url

0.09

club_contract_valid_until

0.07

MOST FREQUENT VALUES

67.0

373

5.7%

68.0

342

5.2%

65.0

336

5.1%

66.0

328

5.0%

70.0

328

5.0%

69.0

322

4.9%

64.0

299

4.6%

63.0

297

4.5%

62.0

295

4.5%

61.0

262

4.0%

71.0

251

3.8%

60.0

249

3.8%

72.0

238

3.6%

73.0

211

3.2%

59.0

195

3.0%

SMALLEST VALUES

35.0

2

<0.1%

36.0

1

<0.1%

37.0

1

<0.1%

38.0

5

<0.1%

39.0

7

0.1%

40.0

10

0.2%

41.0

9

0.1%

42.0

17

0.3%

43.0

20

0.3%

44.0

31

0.5%

45.0

36

0.5%

46.0

40

0.6%

47.0

57

0.9%

48.0

55

0.8%

49.0

76

1.2%

LARGEST VALUES

93.0

1

<0.1%

91.0

2

<0.1%

90.0

1

<0.1%

89.0

2

<0.1%

88.0

2

<0.1%

87.0

3

<0.1%

86.0

12

0.2%

85.0

10

0.2%

84.0

11

0.2%

83.0

20

0.3%

82.0

26

0.4%

81.0

42

0.6%

80.0

39

0.6%

79.0

63

1.0%

78.0

56

0.9%

dribbling

MISSING:

691

(10%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

skill_dribbling

0.97

skill_ball_control

0.91

passing

0.79

mentality_positioning

0.79

mentality_vision

0.78

movement_agility

0.76

shooting

0.74

skill_curve

0.74

attacking_finishing

0.71

power_long_shots

0.70

attacking_crossing

0.69

movement_balance

0.67

attacking_volleys

0.66

attacking_short_passing

0.62

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.97

gk

0.94

club_position

0.75

body_type

0.48

work_rate

0.44

weak_foot

0.30

nation_position

0.23

player_tags

0.22

league_name

0.12

international_reputation

0.11

preferred_foot

0.10

real_face

0.09

club_flag_url

0.09

club_contract_valid_until

0.09

MOST FREQUENT VALUES

73.0

426

6.5%

72.0

414

6.3%

69.0

414

6.3%

71.0

409

6.2%

70.0

394

6.0%

68.0

361

5.5%

74.0

347

5.3%

75.0

320

4.9%

67.0

284

4.3%

76.0

238

3.6%

66.0

236

3.6%

65.0

232

3.5%

77.0

210

3.2%

64.0

199

3.0%

63.0

155

2.4%

SMALLEST VALUES

35.0

1

<0.1%

36.0

1

<0.1%

37.0

3

<0.1%

39.0

2

<0.1%

40.0

6

<0.1%

41.0

8

0.1%

42.0

12

0.2%

43.0

9

0.1%

44.0

16

0.2%

45.0

25

0.4%

46.0

26

0.4%

47.0

17

0.3%

48.0

25

0.4%

49.0

43

0.7%

50.0

42

0.6%

LARGEST VALUES

95.0

1

<0.1%

94.0

1

<0.1%

92.0

1

<0.1%

91.0

3

<0.1%

90.0

5

<0.1%

89.0

2

<0.1%

88.0

14

0.2%

87.0

18

0.3%

86.0

23

0.4%

85.0

28

0.4%

84.0

36

0.5%

83.0

48

0.7%

82.0

73

1.1%

81.0

83

1.3%

80.0

108

1.6%

defending

MISSING:

691

(10%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

defending_standing_tackle

0.98

defending_sliding_tackle

0.97

mentality_interceptions

0.97

defending_marking_awareness

0.96

attacking_finishing

-0.65

mentality_aggression

0.63

shooting

-0.59

attacking_volleys

-0.56

mentality_positioning

-0.53

mentality_penalties

-0.51

physic

0.48

power_long_shots

-0.43

skill_dribbling

-0.40

movement_agility

-0.39

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.79

gk

0.73

club_position

0.73

work_rate

0.44

nation_position

0.22

player_tags

0.19

body_type

0.15

league_name

0.12

weak_foot

0.12

club_flag_url

0.11

preferred_foot

0.08

international_reputation

0.08

real_face

0.08

nation_logo_url

0.05

MOST FREQUENT VALUES

70.0

353

5.4%

68.0

336

5.1%

69.0

318

4.9%

67.0

310

4.7%

71.0

264

4.0%

66.0

248

3.8%

72.0

245

3.7%

65.0

217

3.3%

73.0

210

3.2%

74.0

189

2.9%

64.0

184

2.8%

75.0

158

2.4%

63.0

135

2.1%

76.0

121

1.8%

36.0

117

1.8%

SMALLEST VALUES

16.0

1

<0.1%

17.0

1

<0.1%

18.0

1

<0.1%

19.0

6

<0.1%

20.0

10

0.2%

21.0

15

0.2%

22.0

24

0.4%

23.0

28

0.4%

24.0

43

0.7%

25.0

51

0.8%

26.0

63

1.0%

27.0

79

1.2%

28.0

62

0.9%

29.0

95

1.4%

30.0

99

1.5%

LARGEST VALUES

91.0

1

<0.1%

89.0

3

<0.1%

88.0

2

<0.1%

87.0

7

0.1%

86.0

9

0.1%

85.0

10

0.2%

84.0

13

0.2%

83.0

19

0.3%

82.0

27

0.4%

81.0

24

0.4%

80.0

51

0.8%

79.0

58

0.9%

78.0

63

1.0%

77.0

86

1.3%

76.0

121

1.8%

physic

MISSING:

691

(10%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

power_strength

0.88

mentality_aggression

0.73

attacking_heading_accuracy

0.59

weight_kg

0.59

height_cm

0.55

movement_balance

-0.49

defending

0.48

movement_agility

-0.48

mentality_interceptions

0.44

defending_standing_tackle

0.44

defending_marking_awareness

0.44

power_jumping

0.43

defending_sliding_tackle

0.42

power_stamina

0.40

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.94

gk

0.94

club_position

0.75

work_rate

0.41

player_tags

0.23

nation_position

0.22

body_type

0.21

weak_foot

0.19

league_name

0.10

club_flag_url

0.09

preferred_foot

0.05

club_contract_valid_until

0.05

real_face

0.04

nation_logo_url

0.04

MOST FREQUENT VALUES

75.0

366

5.6%

72.0

342

5.2%

73.0

334

5.1%

69.0

326

5.0%

74.0

325

5.0%

71.0

319

4.9%

70.0

314

4.8%

77.0

302

4.6%

76.0

301

4.6%

68.0

299

4.6%

67.0

271

4.1%

78.0

250

3.8%

66.0

237

3.6%

79.0

215

3.3%

65.0

196

3.0%

SMALLEST VALUES

35.0

1

<0.1%

37.0

2

<0.1%

39.0

3

<0.1%

40.0

3

<0.1%

41.0

5

<0.1%

42.0

10

0.2%

43.0

9

0.1%

44.0

6

<0.1%

45.0

12

0.2%

46.0

12

0.2%

47.0

21

0.3%

48.0

25

0.4%

49.0

26

0.4%

50.0

33

0.5%

51.0

41

0.6%

LARGEST VALUES

90.0

1

<0.1%

89.0

3

<0.1%

88.0

8

0.1%

87.0

16

0.2%

86.0

23

0.4%

85.0

28

0.4%

84.0

61

0.9%

83.0

71

1.1%

82.0

103

1.6%

81.0

145

2.2%

80.0

183

2.8%

79.0

215

3.3%

78.0

250

3.8%

77.0

302

4.6%

76.0

301

4.6%

attacking_crossing

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

skill_dribbling

0.86

skill_curve

0.85

skill_ball_control

0.83

passing

0.82

mentality_positioning

0.80

attacking_short_passing

0.79

power_long_shots

0.76

skill_fk_accuracy

0.74

skill_long_passing

0.72

goalkeeping_diving

-0.72

goalkeeping_positioning

-0.72

goalkeeping_reflexes

-0.72

goalkeeping_handling

-0.72

goalkeeping_kicking

-0.72

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.82

gk

0.74

club_position

0.67

body_type

0.53

work_rate

0.41

player_tags

0.27

weak_foot

0.26

nation_position

0.21

preferred_foot

0.18

international_reputation

0.14

league_name

0.13

real_face

0.12

club_flag_url

0.10

club_contract_valid_until

0.08

MOST FREQUENT VALUES

68

315

4.3%

65

308

4.3%

70

298

4.1%

67

294

4.1%

69

274

3.8%

66

271

3.7%

64

255

3.5%

72

233

3.2%

71

210

2.9%

63

203

2.8%

62

192

2.7%

74

191

2.6%

59

183

2.5%

73

181

2.5%

58

169

2.3%

SMALLEST VALUES

6

1

<0.1%

7

3

<0.1%

8

7

<0.1%

9

12

0.2%

10

35

0.5%

11

79

1.1%

12

79

1.1%

13

101

1.4%

14

78

1.1%

15

74

1.0%

16

26

0.4%

17

36

0.5%

18

43

0.6%

19

34

0.5%

20

37

0.5%

LARGEST VALUES

94

1

<0.1%

92

1

<0.1%

91

3

<0.1%

90

1

<0.1%

89

2

<0.1%

88

7

<0.1%

87

4

<0.1%

86

13

0.2%

85

16

0.2%

84

17

0.2%

83

19

0.3%

82

37

0.5%

81

37

0.5%

80

49

0.7%

79

57

0.8%

attacking_finishing

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

shooting

0.97

mentality_positioning

0.91

attacking_volleys

0.90

power_long_shots

0.89

mentality_penalties

0.83

skill_dribbling

0.83

skill_ball_control

0.79

skill_curve

0.78

power_shot_power

0.73

skill_fk_accuracy

0.71

dribbling

0.71

mentality_vision

0.69

attacking_crossing

0.68

attacking_short_passing

0.67

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.80

club_position

0.69

gk

0.66

work_rate

0.50

body_type

0.41

weak_foot

0.37

player_tags

0.25

nation_position

0.22

international_reputation

0.14

league_name

0.12

club_flag_url

0.10

real_face

0.09

club_contract_valid_until

0.07

nation_logo_url

0.06

MOST FREQUENT VALUES

68

251

3.5%

70

240

3.3%

69

208

2.9%

65

204

2.8%

66

194

2.7%

64

194

2.7%

67

193

2.7%

63

183

2.5%

72

177

2.4%

73

172

2.4%

75

161

2.2%

74

161

2.2%

71

158

2.2%

60

149

2.1%

62

148

2.0%

SMALLEST VALUES

2

1

<0.1%

3

1

<0.1%

4

1

<0.1%

5

11

0.2%

6

19

0.3%

7

22

0.3%

8

35

0.5%

9

46

0.6%

10

50

0.7%

11

68

0.9%

12

80

1.1%

13

79

1.1%

14

74

1.0%

15

52

0.7%

16

46

0.6%

LARGEST VALUES

95

3

<0.1%

94

2

<0.1%

93

3

<0.1%

92

1

<0.1%

91

2

<0.1%

90

2

<0.1%

89

5

<0.1%

88

5

<0.1%

87

5

<0.1%

86

8

0.1%

85

16

0.2%

84

20

0.3%

83

28

0.4%

82

31

0.4%

81

33

0.5%

attacking_heading_accuracy

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

goalkeeping_reflexes

-0.77

goalkeeping_handling

-0.77

goalkeeping_diving

-0.77

goalkeeping_positioning

-0.76

goalkeeping_kicking

-0.76

mentality_aggression

0.70

attacking_short_passing

0.64

skill_ball_control

0.64

physic

0.59

power_stamina

0.57

defending_marking_awareness

0.54

defending_standing_tackle

0.53

skill_dribbling

0.53

defending_sliding_tackle

0.50

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.81

gk

0.79

club_position

0.68

work_rate

0.35

player_tags

0.27

nation_position

0.21

weak_foot

0.16

body_type

0.13

league_name

0.13

international_reputation

0.11

club_flag_url

0.10

real_face

0.08

nation_logo_url

0.06

league_level

0.04

MOST FREQUENT VALUES

68

269

3.7%

70

267

3.7%

58

251

3.5%

69

237

3.3%

59

226

3.1%

65

224

3.1%

72

217

3.0%

67

216

3.0%

64

215

3.0%

62

205

2.8%

73

201

2.8%

74

199

2.7%

66

191

2.6%

60

186

2.6%

71

186

2.6%

SMALLEST VALUES

5

1

<0.1%

7

2

<0.1%

8

6

<0.1%

9

0.1%

10

51

0.7%

11

65

0.9%

12

88

1.2%

13

94

1.3%

14

85

1.2%

15

59

0.8%

16

50

0.7%

17

35

0.5%

18

27

0.4%

19

30

0.4%

20

40

0.6%

LARGEST VALUES

93

2

<0.1%

92

3

<0.1%

91

2

<0.1%

90

5

<0.1%

89

3

<0.1%

88

3

<0.1%

87

7

<0.1%

86

10

0.1%

85

18

0.2%

84

32

0.4%

83

43

0.6%

82

40

0.6%

81

54

0.7%

80

59

0.8%

79

80

1.1%

attacking_short_passing

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

skill_ball_control

0.93

skill_long_passing

0.89

skill_dribbling

0.87

goalkeeping_diving

-0.85

goalkeeping_reflexes

-0.85

goalkeeping_positioning

-0.85

goalkeeping_handling

-0.84

goalkeeping_kicking

-0.84

passing

0.84

attacking_crossing

0.79

mentality_positioning

0.76

skill_curve

0.75

power_long_shots

0.74

power_stamina

0.74

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

gk

0.89

skill_moves

0.88

club_position

0.69

body_type

0.40

work_rate

0.35

weak_foot

0.28

player_tags

0.23

nation_position

0.22

international_reputation

0.21

league_name

0.20

real_face

0.17

club_flag_url

0.13

nation_logo_url

0.12

club_contract_valid_until

0.10

MOST FREQUENT VALUES

70

434

6.0%

68

414

5.7%

72

397

5.5%

67

391

5.4%

73

388

5.4%

66

369

5.1%

69

365

5.0%

71

362

5.0%

74

361

5.0%

75

325

4.5%

65

320

4.4%

64

304

4.2%

76

249

3.4%

63

211

2.9%

77

198

2.7%

SMALLEST VALUES

11

2

<0.1%

12

4

<0.1%

13

1

<0.1%

14

3

<0.1%

15

12

0.2%

16

8

0.1%

17

14

0.2%

18

9

0.1%

19

10

0.1%

20

18

0.2%

21

8

0.1%

22

17

0.2%

23

25

0.3%

24

44

0.6%

25

40

0.6%

LARGEST VALUES

94

1

<0.1%

93

1

<0.1%

92

3

<0.1%

91

4

<0.1%

90

5

<0.1%

89

3

<0.1%

88

8

0.1%

87

10

0.1%

86

16

0.2%

85

42

0.6%

84

46

0.6%

83

40

0.6%

82

66

0.9%

81

82

1.1%

80

123

1.7%

attacking_volleys

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

attacking_finishing

0.90

shooting

0.87

power_long_shots

0.87

mentality_positioning

0.86

mentality_penalties

0.83

skill_dribbling

0.80

skill_curve

0.80

skill_ball_control

0.77

power_shot_power

0.74

skill_fk_accuracy

0.73

attacking_crossing

0.68

mentality_vision

0.67

attacking_short_passing

0.67

dribbling

0.66

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.78

club_position

0.65

gk

0.65

work_rate

0.45

body_type

0.38

weak_foot

0.36

player_tags

0.26

nation_position

0.21

international_reputation

0.20

league_name

0.14

real_face

0.12

club_flag_url

0.12

league_level

0.08

nation_logo_url

0.08

MOST FREQUENT VALUES

59

221

3.1%

64

189

2.6%

68

180

2.5%

65

180

2.5%

66

172

2.4%

60

171

2.4%

69

165

2.3%

56

162

2.2%

58

162

2.2%

55

159

2.2%

67

152

2.1%

70

152

2.1%

63

150

2.1%

62

148

2.0%

57

138

1.9%

SMALLEST VALUES

4

3

<0.1%

5

16

0.2%

6

19

0.3%

7

18

0.2%

8

42

0.6%

9

36

0.5%

10

35

0.5%

11

57

0.8%

12

69

1.0%

13

85

1.2%

14

59

0.8%

15

57

0.8%

16

59

0.8%

17

47

0.6%

18

44

0.6%

LARGEST VALUES

90

2

<0.1%

89

1

<0.1%

88

6

<0.1%

87

2

<0.1%

86

5

<0.1%

85

14

0.2%

84

14

0.2%

83

20

0.3%

82

20

0.3%

81

12

0.2%

80

20

0.3%

79

25

0.3%

78

40

0.6%

77

50

0.7%

76

69

1.0%

skill_dribbling

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

dribbling

0.97

skill_ball_control

0.95

mentality_positioning

0.90

attacking_short_passing

0.87

attacking_crossing

0.86

skill_curve

0.85

power_long_shots

0.85

attacking_finishing

0.83

goalkeeping_diving

-0.82

goalkeeping_positioning

-0.82

goalkeeping_reflexes

-0.82

goalkeeping_handling

-0.82

goalkeeping_kicking

-0.82

attacking_volleys

0.80

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.92

gk

0.84

club_position

0.72

body_type

0.50

work_rate

0.46

weak_foot

0.32

player_tags

0.26

nation_position

0.22

league_name

0.15

international_reputation

0.14

real_face

0.11

club_flag_url

0.11

preferred_foot

0.10

club_contract_valid_until

0.10

MOST FREQUENT VALUES

72

386

5.3%

70

364

5.0%

73

351

4.8%

68

345

4.8%

71

314

4.3%

74

312

4.3%

75

301

4.2%

69

278

3.8%

66

273

3.8%

67

266

3.7%

76

258

3.6%

65

212

2.9%

77

197

2.7%

64

191

2.6%

78

181

2.5%

SMALLEST VALUES

4

1

<0.1%

5

1

<0.1%

6

4

<0.1%

7

4

<0.1%

8

17

0.2%

9

14

0.2%

10

32

0.4%

11

57

0.8%

12

60

0.8%

13

63

0.9%

14

72

1.0%

15

58

0.8%

16

55

0.8%

17

41

0.6%

18

54

0.7%

LARGEST VALUES

96

1

<0.1%

95

1

<0.1%

93

1

<0.1%

92

3

<0.1%

91

5

<0.1%

90

6

<0.1%

89

11

0.2%

88

18

0.2%

87

20

0.3%

86

33

0.5%

85

45

0.6%

84

53

0.7%

83

85

1.2%

82

68

0.9%

81

72

1.0%

skill_curve

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

skill_fk_accuracy

0.85

skill_dribbling

0.85

attacking_crossing

0.85

power_long_shots

0.84

mentality_positioning

0.83

skill_ball_control

0.81

attacking_volleys

0.80

passing

0.79

attacking_finishing

0.78

attacking_short_passing

0.75

mentality_penalties

0.74

dribbling

0.74

mentality_vision

0.73

shooting

0.70

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.81

gk

0.69

club_position

0.63

body_type

0.49

work_rate

0.42

weak_foot

0.31

player_tags

0.28

nation_position

0.21

international_reputation

0.18

preferred_foot

0.15

league_name

0.15

real_face

0.13

club_flag_url

0.12

nation_logo_url

0.08

MOST FREQUENT VALUES

68

237

3.3%

65

232

3.2%

69

212

2.9%

66

208

2.9%

70

204

2.8%

67

194

2.7%

64

192

2.7%

72

181

2.5%

59

181

2.5%

63

180

2.5%

60

173

2.4%

73

172

2.4%

62

170

2.3%

58

154

2.1%

74

150

2.1%

SMALLEST VALUES

6

1

<0.1%

7

2

<0.1%

8

4

<0.1%

9

0.1%

10

37

0.5%

11

42

0.6%

12

84

1.2%

13

79

1.1%

14

78

1.1%

15

65

0.9%

16

50

0.7%

17

33

0.5%

18

41

0.6%

19

39

0.5%

20

50

0.7%

LARGEST VALUES

94

1

<0.1%

93

1

<0.1%

92

1

<0.1%

91

2

<0.1%

90

4

<0.1%

89

3

<0.1%

88

8

0.1%

87

11

0.2%

86

17

0.2%

85

45

0.6%

84

29

0.4%

83

50

0.7%

82

48

0.7%

81

61

0.8%

80

89

1.2%

skill_fk_accuracy

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

skill_curve

0.85

power_long_shots

0.81

attacking_crossing

0.74

mentality_penalties

0.74

attacking_volleys

0.73

skill_dribbling

0.73

passing

0.72

mentality_positioning

0.72

skill_ball_control

0.72

attacking_finishing

0.71

attacking_short_passing

0.68

mentality_vision

0.68

skill_long_passing

0.65

power_shot_power

0.65

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.72

gk

0.61

club_position

0.58

body_type

0.44

work_rate

0.35

weak_foot

0.30

player_tags

0.25

nation_position

0.19

international_reputation

0.16

preferred_foot

0.14

league_name

0.14

club_flag_url

0.12

real_face

0.09

nation_logo_url

0.08

MOST FREQUENT VALUES

68

174

2.4%

70

167

2.3%

65

159

2.2%

64

153

2.1%

35

150

2.1%

42

150

2.1%

69

147

2.0%

59

142

2.0%

45

140

1.9%

55

136

1.9%

67

135

1.9%

40

135

1.9%

39

135

1.9%

62

133

1.8%

66

133

1.8%

SMALLEST VALUES

4

1

<0.1%

6

1

<0.1%

7

3

<0.1%

8

11

0.2%

9

6

<0.1%

10

43

0.6%

11

60

0.8%

12

100

1.4%

13

95

1.3%

14

74

1.0%

15

63

0.9%

16

48

0.7%

17

40

0.6%

18

40

0.6%

19

44

0.6%

LARGEST VALUES

94

1

<0.1%

92

2

<0.1%

91

1

<0.1%

90

1

<0.1%

89

2

<0.1%

88

3

<0.1%

87

8

0.1%

86

6

<0.1%

85

14

0.2%

84

14

0.2%

83

15

0.2%

82

22

0.3%

81

27

0.4%

80

29

0.4%

79

38

0.5%

skill_long_passing

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

attacking_short_passing

0.89

skill_ball_control

0.79

passing

0.74

skill_dribbling

0.72

attacking_crossing

0.72

goalkeeping_diving

-0.71

goalkeeping_reflexes

-0.71

goalkeeping_positioning

-0.71

goalkeeping_handling

-0.71

goalkeeping_kicking

-0.70

skill_curve

0.68

power_stamina

0.66

skill_fk_accuracy

0.65

power_long_shots

0.64

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

gk

0.75

skill_moves

0.74

club_position

0.63

body_type

0.36

work_rate

0.29

weak_foot

0.23

player_tags

0.23

international_reputation

0.21

nation_position

0.20

league_name

0.18

real_face

0.16

nation_logo_url

0.12

club_flag_url

0.12

preferred_foot

0.10

MOST FREQUENT VALUES

65

340

4.7%

68

333

4.6%

69

305

4.2%

64

301

4.2%

67

292

4.0%

66

291

4.0%

70

287

4.0%

62

265

3.7%

72

254

3.5%

63

247

3.4%

60

241

3.3%

71

241

3.3%

59

209

2.9%

58

203

2.8%

61

196

2.7%

SMALLEST VALUES

9

1

<0.1%

11

4

<0.1%

12

7

<0.1%

13

9

0.1%

14

5

<0.1%

15

13

0.2%

16

11

0.2%

17

19

0.3%

18

24

0.3%

19

15

0.2%

20

0.3%

21

28

0.4%

22

40

0.6%

23

35

0.5%

24

27

0.4%

LARGEST VALUES

93

2

<0.1%

92

1

<0.1%

91

1

<0.1%

90

5

<0.1%

89

5

<0.1%

88

3

<0.1%

87

5

<0.1%

86

4

<0.1%

85

14

0.2%

84

16

0.2%

83

23

0.3%

82

33

0.5%

81

30

0.4%

80

61

0.8%

79

60

0.8%

skill_ball_control

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

skill_dribbling

0.95

attacking_short_passing

0.93

dribbling

0.91

goalkeeping_diving

-0.88

goalkeeping_positioning

-0.88

goalkeeping_reflexes

-0.88

goalkeeping_handling

-0.88

goalkeeping_kicking

-0.87

mentality_positioning

0.86

attacking_crossing

0.83

power_long_shots

0.82

skill_curve

0.81

passing

0.79

attacking_finishing

0.79

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.94

gk

0.91

club_position

0.72

body_type

0.44

work_rate

0.41

weak_foot

0.31

player_tags

0.24

nation_position

0.22

international_reputation

0.18

league_name

0.17

real_face

0.14

club_flag_url

0.12

nation_logo_url

0.10

club_contract_valid_until

0.10

MOST FREQUENT VALUES

70

519

7.2%

72

447

6.2%

73

421

5.8%

71

406

5.6%

68

393

5.4%

74

368

5.1%

75

351

4.8%

69

337

4.7%

76

304

4.2%

67

291

4.0%

66

247

3.4%

65

236

3.3%

77

226

3.1%

64

205

2.8%

78

193

2.7%

SMALLEST VALUES

8

1

<0.1%

9

3

<0.1%

10

5

<0.1%

11

8

0.1%

12

14

0.2%

13

10

0.1%

14

28

0.4%

15

25

0.3%

16

33

0.5%

17

25

0.3%

18

37

0.5%

19

37

0.5%

20

54

0.7%

21

42

0.6%

22

54

0.7%

LARGEST VALUES

96

1

<0.1%

95

1

<0.1%

93

2

<0.1%

92

2

<0.1%

91

5

<0.1%

90

12

0.2%

89

8

0.1%

88

20

0.3%

87

14

0.2%

86

28

0.4%

85

46

0.6%

84

49

0.7%

83

65

0.9%

82

81

1.1%

81

91

1.3%

movement_acceleration

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

goalkeeping_speed

0.97

pace

0.96

movement_sprint_speed

0.91

movement_agility

0.83

movement_balance

0.73

skill_dribbling

0.71

mentality_positioning

0.65

attacking_crossing

0.65

skill_ball_control

0.63

height_cm

-0.60

dribbling

0.60

attacking_finishing

0.59

skill_curve

0.59

power_stamina

0.56

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.67

club_position

0.56

body_type

0.56

gk

0.56

work_rate

0.49

player_tags

0.39

weak_foot

0.24

nation_position

0.16

club_contract_valid_until

0.14

league_name

0.12

club_flag_url

0.10

preferred_foot

0.10

nation_logo_url

0.09

league_level

0.06

MOST FREQUENT VALUES

77

247

3.4%

74

246

3.4%

69

246

3.4%

73

234

3.2%

76

227

3.1%

75

222

3.1%

68

217

3.0%

67

215

3.0%

78

214

3.0%

72

209

2.9%

70

205

2.8%

71

198

2.7%

80

193

2.7%

66

187

2.6%

79

180

2.5%

SMALLEST VALUES

15

4

<0.1%

17

2

<0.1%

18

3

<0.1%

19

5

<0.1%

20

4

<0.1%

21

1

<0.1%

22

4

<0.1%

23

4

<0.1%

24

5

<0.1%

25

8

0.1%

26

8

0.1%

27

4

<0.1%

28

12

0.2%

29

12

0.2%

30

21

0.3%

LARGEST VALUES

97

2

<0.1%

96

3

<0.1%

95

7

<0.1%

94

15

0.2%

93

33

0.5%

92

37

0.5%

91

56

0.8%

90

65

0.9%

89

62

0.9%

88

59

0.8%

87

98

1.4%

86

108

1.5%

85

125

1.7%

84

137

1.9%

83

132

1.8%

movement_sprint_speed

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

pace

0.97

goalkeeping_speed

0.94

movement_acceleration

0.91

movement_agility

0.73

skill_dribbling

0.67

movement_balance

0.62

mentality_positioning

0.61

attacking_crossing

0.61

skill_ball_control

0.60

power_stamina

0.57

goalkeeping_positioning

-0.55

attacking_finishing

0.55

goalkeeping_diving

-0.55

goalkeeping_handling

-0.55

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.63

gk

0.57

club_position

0.54

work_rate

0.47

body_type

0.45

player_tags

0.33

weak_foot

0.21

nation_position

0.16

club_contract_valid_until

0.14

league_name

0.13

club_flag_url

0.10

preferred_foot

0.09

nation_logo_url

0.08

league_level

0.07

MOST FREQUENT VALUES

75

273

3.8%

73

254

3.5%

76

250

3.5%

69

250

3.5%

68

248

3.4%

77

235

3.2%

74

233

3.2%

72

222

3.1%

67

219

3.0%

70

219

3.0%

66

217

3.0%

78

215

3.0%

71

204

2.8%

79

192

2.7%

65

185

2.6%

SMALLEST VALUES

15

4

<0.1%

16

4

<0.1%

18

5

<0.1%

19

1

<0.1%

20

4

<0.1%

21

3

<0.1%

22

4

<0.1%

23

5

<0.1%

24

3

<0.1%

25

5

<0.1%

26

7

<0.1%

27

9

0.1%

28

11

0.2%

29

6

<0.1%

30

15

0.2%

LARGEST VALUES

97

1

<0.1%

96

2

<0.1%

95

4

<0.1%

94

18

0.2%

93

24

0.3%

92

34

0.5%

91

54

0.7%

90

64

0.9%

89

62

0.9%

88

73

1.0%

87

82

1.1%

86

90

1.2%

85

141

1.9%

84

133

1.8%

83

144

2.0%

movement_agility

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

movement_acceleration

0.83

movement_balance

0.82

dribbling

0.76

skill_dribbling

0.75

movement_sprint_speed

0.73

pace

0.72

attacking_crossing

0.70

height_cm

-0.70

mentality_positioning

0.70

skill_curve

0.68

skill_ball_control

0.67

weight_kg

-0.65

attacking_finishing

0.65

power_long_shots

0.64

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.72

body_type

0.64

club_position

0.58

gk

0.54

work_rate

0.46

player_tags

0.44

weak_foot

0.28

nation_position

0.17

league_name

0.11

club_flag_url

0.10

club_contract_valid_until

0.09

preferred_foot

0.08

nation_logo_url

0.08

international_reputation

0.07

MOST FREQUENT VALUES

69

249

3.4%

76

245

3.4%

70

242

3.3%

74

240

3.3%

75

239

3.3%

72

236

3.3%

73

229

3.2%

71

228

3.1%

77

227

3.1%

67

219

3.0%

66

210

2.9%

65

210

2.9%

78

207

2.9%

68

195

2.7%

64

184

2.5%

SMALLEST VALUES

19

1

<0.1%

20

1

<0.1%

21

8

0.1%

22

5

<0.1%

23

5

<0.1%

24

4

<0.1%

25

4

<0.1%

26

5

<0.1%

27

3

<0.1%

28

7

<0.1%

29

12

0.2%

30

26

0.4%

31

39

0.5%

32

51

0.7%

33

46

0.6%

LARGEST VALUES

96

1

<0.1%

95

4

<0.1%

94

7

<0.1%

93

21

0.3%

92

44

0.6%

91

65

0.9%

90

72

1.0%

89

70

1.0%

88

68

0.9%

87

69

1.0%

86

94

1.3%

85

114

1.6%

84

137

1.9%

83

134

1.8%

82

153

2.1%

movement_reactions

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

overall

0.79

value_eur

0.61

release_clause_eur

0.61

wage_eur

0.60

potential

0.55

mentality_composure

0.51

passing

0.45

dribbling

0.42

mentality_vision

0.36

shooting

0.32

power_shot_power

0.32

goalkeeping_speed

0.32

attacking_short_passing

0.30

attacking_volleys

0.28

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

gk

0.57

international_reputation

0.54

league_name

0.48

real_face

0.40

player_tags

0.39

nation_logo_url

0.35

club_flag_url

0.34

body_type

0.32

nation_position

0.29

skill_moves

0.23

club_contract_valid_until

0.18

league_level

0.17

club_position

0.17

weak_foot

0.15

MOST FREQUENT VALUES

68

588

8.1%

67

560

7.7%

70

517

7.1%

69

508

7.0%

65

470

6.5%

66

467

6.4%

72

424

5.9%

71

397

5.5%

73

367

5.1%

64

337

4.7%

74

314

4.3%

75

296

4.1%

63

242

3.3%

62

225

3.1%

76

197

2.7%

SMALLEST VALUES

38

1

<0.1%

48

2

<0.1%

49

1

<0.1%

50

6

<0.1%

51

3

<0.1%

52

8

0.1%

53

11

0.2%

54

12

0.2%

55

20

0.3%

56

22

0.3%

57

34

0.5%

58

70

1.0%

59

67

0.9%

60

125

1.7%

61

106

1.5%

LARGEST VALUES

94

3

<0.1%

93

3

<0.1%

92

4

<0.1%

91

7

<0.1%

90

4

<0.1%

89

6

<0.1%

88

11

0.2%

87

10

0.1%

86

23

0.3%

85

27

0.4%

84

38

0.5%

83

43

0.6%

82

76

1.0%

81

75

1.0%

80

107

1.5%

movement_balance

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

movement_agility

0.82

height_cm

-0.80

movement_acceleration

0.73

weight_kg

-0.70

skill_dribbling

0.68

attacking_crossing

0.67

dribbling

0.67

skill_curve

0.64

mentality_positioning

0.63

skill_ball_control

0.62

movement_sprint_speed

0.62

power_long_shots

0.58

pace

0.57

attacking_finishing

0.56

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

body_type

0.71

skill_moves

0.65

club_position

0.54

gk

0.51

player_tags

0.43

work_rate

0.39

weak_foot

0.25

nation_position

0.16

league_name

0.10

club_flag_url

0.09

preferred_foot

0.08

club_contract_valid_until

0.07

nation_logo_url

0.06

international_reputation

0.06

MOST FREQUENT VALUES

72

240

3.3%

68

238

3.3%

73

232

3.2%

71

228

3.1%

74

227

3.1%

70

226

3.1%

67

219

3.0%

75

218

3.0%

76

216

3.0%

65

215

3.0%

77

211

2.9%

69

211

2.9%

66

192

2.7%

78

181

2.5%

64

179

2.5%

SMALLEST VALUES

19

1

<0.1%

20

5

<0.1%

21

3

<0.1%

22

9

0.1%

23

2

<0.1%

24

10

0.1%

25

6

<0.1%

26

6

<0.1%

27

9

0.1%

28

12

0.2%

29

20

0.3%

30

26

0.4%

31

24

0.3%

32

44

0.6%

33

48

0.7%

LARGEST VALUES

96

1

<0.1%

95

6

<0.1%

94

13

0.2%

93

16

0.2%

92

35

0.5%

91

46

0.6%

90

61

0.8%

89

50

0.7%

88

51

0.7%

87

53

0.7%

86

85

1.2%

85

95

1.3%

84

113

1.6%

83

115

1.6%

82

131

1.8%

power_shot_power

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

shooting

0.83

power_long_shots

0.80

attacking_volleys

0.74

attacking_finishing

0.73

mentality_positioning

0.68

mentality_penalties

0.67

skill_curve

0.67

skill_fk_accuracy

0.65

mentality_vision

0.63

skill_dribbling

0.60

skill_ball_control

0.56

dribbling

0.56

passing

0.53

attacking_crossing

0.51

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.59

club_position

0.51

gk

0.45

work_rate

0.38

weak_foot

0.29

body_type

0.28

international_reputation

0.26

player_tags

0.25

league_name

0.18

real_face

0.17

nation_position

0.17

club_flag_url

0.13

nation_logo_url

0.12

league_level

0.09

MOST FREQUENT VALUES

68

334

4.6%

70

327

4.5%

72

322

4.4%

75

320

4.4%

73

291

4.0%

74

276

3.8%

78

240

3.3%

69

232

3.2%

71

231

3.2%

76

227

3.1%

65

221

3.1%

66

216

3.0%

67

191

2.6%

77

185

2.6%

64

175

2.4%

SMALLEST VALUES

20

1

<0.1%

21

1

<0.1%

22

2

<0.1%

23

2

<0.1%

24

4

<0.1%

25

3

<0.1%

26

2

<0.1%

27

4

<0.1%

28

5

<0.1%

29

3

<0.1%

30

4

<0.1%

31

8

0.1%

32

11

0.2%

33

11

0.2%

34

17

0.2%

LARGEST VALUES

95

1

<0.1%

94

2

<0.1%

93

1

<0.1%

92

1

<0.1%

91

2

<0.1%

90

7

<0.1%

89

7

<0.1%

88

16

0.2%

87

20

0.3%

86

26

0.4%

85

51

0.7%

84

78

1.1%

83

75

1.0%

82

98

1.4%

81

100

1.4%

power_jumping

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

goalkeeping_speed

0.50

physic

0.43

attacking_heading_accuracy

0.37

mentality_aggression

0.32

power_strength

0.32

passing

-0.23

power_stamina

0.22

defending_marking_awareness

0.21

mentality_interceptions

0.21

defending_sliding_tackle

0.21

defending_standing_tackle

0.20

dribbling

-0.18

defending

0.18

nation_jersey_number

-0.18

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

club_position

0.29

skill_moves

0.25

gk

0.21

work_rate

0.20

player_tags

0.16

league_name

0.12

club_flag_url

0.12

body_type

0.12

nation_position

0.09

nation_logo_url

0.09

international_reputation

0.08

preferred_foot

0.05

real_face

0.05

weak_foot

0.04

MOST FREQUENT VALUES

71

314

4.3%

72

304

4.2%

70

298

4.1%

73

282

3.9%

74

266

3.7%

75

239

3.3%

69

226

3.1%

68

225

3.1%

80

218

3.0%

65

215

3.0%

67

213

2.9%

66

206

2.8%

76

203

2.8%

77

201

2.8%

64

194

2.7%

SMALLEST VALUES

29

1

<0.1%

30

7

<0.1%

31

12

0.2%

32

30

0.4%

33

0.5%

34

0.5%

35

19

0.3%

36

14

0.2%

37

15

0.2%

38

20

0.3%

39

18

0.2%

40

27

0.4%

41

21

0.3%

42

27

0.4%

43

28

0.4%

LARGEST VALUES

95

2

<0.1%

94

8

0.1%

93

12

0.2%

92

26

0.4%

91

55

0.8%

90

83

1.1%

89

57

0.8%

88

62

0.9%

87

61

0.8%

86

67

0.9%

85

90

1.2%

84

120

1.7%

83

142

2.0%

82

151

2.1%

81

180

2.5%

power_stamina

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

goalkeeping_reflexes

-0.76

goalkeeping_positioning

-0.76

goalkeeping_diving

-0.76

goalkeeping_handling

-0.76

goalkeeping_kicking

-0.75

skill_ball_control

0.74

attacking_short_passing

0.74

skill_dribbling

0.71

attacking_crossing

0.67

skill_long_passing

0.66

mentality_positioning

0.64

mentality_aggression

0.61

skill_curve

0.58

power_long_shots

0.58

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

gk

0.78

skill_moves

0.78

club_position

0.65

work_rate

0.43

body_type

0.35

player_tags

0.25

nation_position

0.20

weak_foot

0.19

league_name

0.13

club_flag_url

0.12

club_contract_valid_until

0.10

nation_logo_url

0.08

preferred_foot

0.06

league_level

0.03

MOST FREQUENT VALUES

75

318

4.4%

70

295

4.1%

73

292

4.0%

74

290

4.0%

76

289

4.0%

72

287

4.0%

71

281

3.9%

69

273

3.8%

68

266

3.7%

78

251

3.5%

77

250

3.5%

80

247

3.4%

67

214

3.0%

66

199

2.7%

81

196

2.7%

SMALLEST VALUES

13

1

<0.1%

15

1

<0.1%

16

1

<0.1%

17

6

<0.1%

18

6

<0.1%

19

6

<0.1%

20

11

0.2%

21

9

0.1%

22

7

<0.1%

23

19

0.3%

24

15

0.2%

25

29

0.4%

26

19

0.3%

27

19

0.3%

28

25

0.3%

LARGEST VALUES

97

1

<0.1%

96

1

<0.1%

95

5

<0.1%

94

6

<0.1%

93

21

0.3%

92

43

0.6%

91

63

0.9%

90

93

1.3%

89

68

0.9%

88

87

1.2%

87

85

1.2%

86

105

1.4%

85

123

1.7%

84

139

1.9%

83

149

2.1%

power_strength

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

physic

0.88

weight_kg

0.63

height_cm

0.57

attacking_heading_accuracy

0.49

dribbling

-0.48

movement_balance

-0.47

mentality_aggression

0.42

movement_agility

-0.41

pace

-0.41

passing

-0.37

power_jumping

0.32

movement_acceleration

-0.30

defending

0.29

defending_marking_awareness

0.27

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

body_type

0.58

player_tags

0.48

club_position

0.44

skill_moves

0.41

work_rate

0.29

gk

0.19

nation_position

0.14

league_name

0.14

club_flag_url

0.14

weak_foot

0.08

nation_logo_url

0.08

international_reputation

0.07

preferred_foot

0.06

real_face

0.05

MOST FREQUENT VALUES

75

286

3.9%

72

282

3.9%

70

281

3.9%

74

270

3.7%

68

268

3.7%

67

265

3.7%

76

262

3.6%

71

255

3.5%

73

253

3.5%

69

237

3.3%

77

232

3.2%

66

229

3.2%

64

219

3.0%

80

218

3.0%

65

215

3.0%

SMALLEST VALUES

23

1

<0.1%

24

1

<0.1%

28

1

<0.1%

29

1

<0.1%

30

7

<0.1%

31

9

0.1%

32

14

0.2%

33

18

0.2%

34

19

0.3%

35

17

0.2%

36

9

0.1%

37

14

0.2%

38

16

0.2%

39

16

0.2%

40

23

0.3%

LARGEST VALUES

95

3

<0.1%

94

8

0.1%

93

17

0.2%

92

40

0.6%

91

59

0.8%

90

70

1.0%

89

40

0.6%

88

67

0.9%

87

69

1.0%

86

95

1.3%

85

113

1.6%

84

114

1.6%

83

135

1.9%

82

158

2.2%

81

165

2.3%

power_long_shots

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

shooting

0.92

attacking_finishing

0.89

mentality_positioning

0.88

attacking_volleys

0.87

skill_dribbling

0.85

skill_curve

0.84

skill_ball_control

0.82

skill_fk_accuracy

0.81

power_shot_power

0.80

mentality_penalties

0.80

attacking_crossing

0.76

attacking_short_passing

0.74

mentality_vision

0.73

dribbling

0.70

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.81

gk

0.70

club_position

0.66

work_rate

0.44

body_type

0.43

weak_foot

0.34

player_tags

0.24

nation_position

0.21

international_reputation

0.15

league_name

0.13

club_flag_url

0.11

real_face

0.09

preferred_foot

0.08

nation_logo_url

0.07

MOST FREQUENT VALUES

68

299

4.1%

65

276

3.8%

69

258

3.6%

66

255

3.5%

70

254

3.5%

67

237

3.3%

64

234

3.2%

62

208

2.9%

72

205

2.8%

63

194

2.7%

71

189

2.6%

59

186

2.6%

73

174

2.4%

60

172

2.4%

58

161

2.2%

SMALLEST VALUES

4

1

<0.1%

5

15

0.2%

6

30

0.4%

7

20

0.3%

8

23

0.3%

9

25

0.3%

10

27

0.4%

11

49

0.7%

12

77

1.1%

13

66

0.9%

14

73

1.0%

15

72

1.0%

16

59

0.8%

17

59

0.8%

18

58

0.8%

LARGEST VALUES

94

1

<0.1%

93

1

<0.1%

91

2

<0.1%

90

1

<0.1%

89

4

<0.1%

88

4

<0.1%

87

7

<0.1%

86

11

0.2%

85

5

<0.1%

84

18

0.2%

83

23

0.3%

82

31

0.4%

81

40

0.6%

80

57

0.8%

79

46

0.6%

mentality_aggression

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

defending_standing_tackle

0.74

defending_marking_awareness

0.73

physic

0.73

mentality_interceptions

0.72

defending_sliding_tackle

0.72

attacking_heading_accuracy

0.70

goalkeeping_reflexes

-0.65

goalkeeping_diving

-0.65

goalkeeping_handling

-0.65

goalkeeping_positioning

-0.65

goalkeeping_kicking

-0.65

defending

0.63

power_stamina

0.61

attacking_short_passing

0.61

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.70

gk

0.68

club_position

0.59

work_rate

0.42

player_tags

0.24

nation_position

0.19

league_name

0.17

club_flag_url

0.15

body_type

0.14

international_reputation

0.12

real_face

0.12

weak_foot

0.10

nation_logo_url

0.07

league_level

0.04

MOST FREQUENT VALUES

72

273

3.8%

75

262

3.6%

70

261

3.6%

68

259

3.6%

74

242

3.3%

69

234

3.2%

73

229

3.2%

65

210

2.9%

71

208

2.9%

67

203

2.8%

66

192

2.7%

77

186

2.6%

80

186

2.6%

76

182

2.5%

78

179

2.5%

SMALLEST VALUES

11

3

<0.1%

12

6

<0.1%

13

4

<0.1%

14

2

<0.1%

15

7

<0.1%

16

11

0.2%

17

12

0.2%

18

23

0.3%

19

0.3%

20

32

0.4%

21

24

0.3%

22

42

0.6%

23

38

0.5%

24

42

0.6%

25

44

0.6%

LARGEST VALUES

95

2

<0.1%

94

2

<0.1%

93

1

<0.1%

92

6

<0.1%

91

5

<0.1%

90

13

0.2%

89

29

0.4%

88

41

0.6%

87

50

0.7%

86

42

0.6%

85

73

1.0%

84

95

1.3%

83

100

1.4%

82

120

1.7%

81

120

1.7%

mentality_interceptions

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

defending

0.97

defending_standing_tackle

0.95

defending_sliding_tackle

0.95

defending_marking_awareness

0.93

mentality_aggression

0.72

skill_long_passing

0.61

shooting

-0.55

power_stamina

0.54

attacking_short_passing

0.53

goalkeeping_reflexes

-0.51

goalkeeping_diving

-0.51

goalkeeping_handling

-0.51

goalkeeping_positioning

-0.51

goalkeeping_kicking

-0.51

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

club_position

0.67

skill_moves

0.62

gk

0.53

work_rate

0.45

player_tags

0.21

nation_position

0.21

league_name

0.13

weak_foot

0.12

club_flag_url

0.12

body_type

0.11

international_reputation

0.10

real_face

0.09

preferred_foot

0.07

nation_logo_url

0.07

MOST FREQUENT VALUES

70

334

4.6%

68

303

4.2%

69

282

3.9%

72

279

3.9%

67

259

3.6%

71

248

3.4%

66

240

3.3%

65

227

3.1%

73

220

3.0%

74

193

2.7%

75

189

2.6%

64

166

2.3%

76

165

2.3%

22

143

2.0%

23

126

1.7%

SMALLEST VALUES

6

<0.1%

7

10

0.1%

8

9

0.1%

9

10

0.1%

10

20

0.3%

11

31

0.4%

12

40

0.6%

13

46

0.6%

14

57

0.8%

15

50

0.7%

16

54

0.7%

17

65

0.9%

18

91

1.3%

19

88

1.2%

20

101

1.4%

LARGEST VALUES

91

1

<0.1%

90

2

<0.1%

89

2

<0.1%

88

2

<0.1%

87

8

0.1%

86

15

0.2%

85

14

0.2%

84

23

0.3%

83

26

0.4%

82

36

0.5%

81

42

0.6%

80

56

0.8%

79

64

0.9%

78

102

1.4%

77

98

1.4%

mentality_positioning

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

attacking_finishing

0.91

skill_dribbling

0.90

power_long_shots

0.88

shooting

0.87

attacking_volleys

0.86

skill_ball_control

0.86

skill_curve

0.83

attacking_crossing

0.80

mentality_penalties

0.80

dribbling

0.79

attacking_short_passing

0.76

skill_fk_accuracy

0.72

mentality_vision

0.72

goalkeeping_diving

-0.72

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.86

gk

0.74

club_position

0.71

work_rate

0.51

body_type

0.47

weak_foot

0.33

player_tags

0.25

nation_position

0.22

international_reputation

0.14

league_name

0.12

real_face

0.10

club_flag_url

0.09

preferred_foot

0.07

club_contract_valid_until

0.07

MOST FREQUENT VALUES

68

338

4.7%

70

320

4.4%

67

295

4.1%

69

280

3.9%

66

253

3.5%

72

251

3.5%

65

249

3.4%

73

237

3.3%

74

237

3.3%

71

225

3.1%

64

217

3.0%

75

207

2.9%

62

189

2.6%

63

188

2.6%

77

142

2.0%

SMALLEST VALUES

3

2

<0.1%

4

12

0.2%

5

24

0.3%

6

27

0.4%

7

31

0.4%

8

34

0.5%

9

35

0.5%

10

49

0.7%

11

80

1.1%

12

81

1.1%

13

73

1.0%

14

59

0.8%

15

53

0.7%

16

43

0.6%

17

28

0.4%

LARGEST VALUES

96

1

<0.1%

95

2

<0.1%

94

1

<0.1%

93

2

<0.1%

92

2

<0.1%

91

7

<0.1%

90

5

<0.1%

89

4

<0.1%

88

3

<0.1%

87

9

0.1%

86

14

0.2%

85

20

0.3%

84

33

0.5%

83

37

0.5%

82

44

0.6%

mentality_vision

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

passing

0.88

dribbling

0.78

power_long_shots

0.73

skill_curve

0.73

mentality_positioning

0.72

shooting

0.71

skill_dribbling

0.70

attacking_finishing

0.69

skill_fk_accuracy

0.68

attacking_volleys

0.67

attacking_crossing

0.66

skill_ball_control

0.65

attacking_short_passing

0.64

power_shot_power

0.63

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.66

club_position

0.56

gk

0.48

body_type

0.44

work_rate

0.37

weak_foot

0.32

player_tags

0.31

international_reputation

0.26

nation_position

0.20

real_face

0.19

league_name

0.19

nation_logo_url

0.15

club_flag_url

0.11

league_level

0.11

MOST FREQUENT VALUES

68

326

4.5%

69

298

4.1%

65

290

4.0%

70

272

3.8%

66

269

3.7%

67

263

3.6%

64

258

3.6%

72

250

3.5%

71

245

3.4%

73

231

3.2%

62

208

2.9%

75

207

2.9%

74

204

2.8%

63

201

2.8%

59

194

2.7%

SMALLEST VALUES

10

1

<0.1%

11

3

<0.1%

12

1

<0.1%

13

2

<0.1%

14

3

<0.1%

15

2

<0.1%

17

2

<0.1%

18

5

<0.1%

19

4

<0.1%

20

7

<0.1%

21

4

<0.1%

22

10

0.1%

23

10

0.1%

24

1

<0.1%

25

17

0.2%

LARGEST VALUES

95

1

<0.1%

94

1

<0.1%

92

1

<0.1%

91

1

<0.1%

90

6

<0.1%

89

6

<0.1%

88

4

<0.1%

87

8

0.1%

86

15

0.2%

85

15

0.2%

84

35

0.5%

83

34

0.5%

82

38

0.5%

81

40

0.6%

80

68

0.9%

mentality_penalties

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

attacking_finishing

0.83

attacking_volleys

0.83

power_long_shots

0.80

mentality_positioning

0.80

shooting

0.77

skill_dribbling

0.75

skill_ball_control

0.74

skill_curve

0.74

skill_fk_accuracy

0.74

power_shot_power

0.67

attacking_short_passing

0.66

attacking_crossing

0.64

goalkeeping_diving

-0.62

goalkeeping_reflexes

-0.62

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

skill_moves

0.74

gk

0.66

club_position

0.62

work_rate

0.40

body_type

0.35

weak_foot

0.33

player_tags

0.22

nation_position

0.19

international_reputation

0.17

league_name

0.14

club_flag_url

0.12

real_face

0.09

nation_logo_url

0.07

league_level

0.07

MOST FREQUENT VALUES

65

209

2.9%

55

203

2.8%

64

195

2.7%

62

194

2.7%

67

190

2.6%

69

185

2.6%

66

183

2.5%

60

182

2.5%

58

180

2.5%

68

176

2.4%

70

172

2.4%

49

171

2.4%

59

168

2.3%

48

167

2.3%

45

157

2.2%

SMALLEST VALUES

8

1

<0.1%

9

1

<0.1%

10

0.1%

11

22

0.3%

12

21

0.3%

13

30

0.4%

14

33

0.5%

15

39

0.5%

16

31

0.4%

17

30

0.4%

18

36

0.5%

19

38

0.5%

20

38

0.5%

21

46

0.6%

22

59

0.8%

LARGEST VALUES

93

1

<0.1%

92

3

<0.1%

91

5

<0.1%

90

9

0.1%

89

3

<0.1%

88

6

<0.1%

87

3

<0.1%

86

7

<0.1%

85

22

0.3%

84

9

0.1%

83

17

0.2%

82

20

0.3%

81

22

0.3%

80

37

0.5%

79

41

0.6%

mentality_composure

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

attacking_short_passing

0.70

skill_ball_control

0.69

skill_dribbling

0.64

skill_long_passing

0.63

skill_curve

0.61

mentality_positioning

0.60

power_long_shots

0.60

attacking_volleys

0.59

mentality_vision

0.59

mentality_penalties

0.57

attacking_crossing

0.56

attacking_finishing

0.55

skill_fk_accuracy

0.55

goalkeeping_diving

-0.54

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

gk

0.67

skill_moves

0.62

club_position

0.47

international_reputation

0.39

player_tags

0.31

work_rate

0.30

body_type

0.29

league_name

0.29

real_face

0.26

weak_foot

0.25

nation_position

0.21

nation_logo_url

0.21

club_flag_url

0.20

league_level

0.13

MOST FREQUENT VALUES

68

416

5.7%

70

405

5.6%

65

388

5.4%

69

367

5.1%

67

362

5.0%

72

349

4.8%

66

335

4.6%

64

329

4.5%

74

302

4.2%

71

283

3.9%

73

279

3.9%

63

259

3.6%

62

252

3.5%

75

238

3.3%

60

213

2.9%

SMALLEST VALUES

12

2

<0.1%

14

1

<0.1%

18

1

<0.1%

21

2

<0.1%

22

3

<0.1%

23

5

<0.1%

24

3

<0.1%

25

4

<0.1%

26

4

<0.1%

27

3

<0.1%

28

8

0.1%

29

8

0.1%

30

12

0.2%

31

8

0.1%

32

15

0.2%

LARGEST VALUES

96

1

<0.1%

95

1

<0.1%

94

1

<0.1%

93

1

<0.1%

92

1

<0.1%

91

3

<0.1%

90

9

0.1%

89

7

<0.1%

88

10

0.1%

87

15

0.2%

86

23

0.3%

85

24

0.3%

84

45

0.6%

83

49

0.7%

82

62

0.9%

defending_marking_awareness

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

defending

0.96

defending_standing_tackle

0.94

defending_sliding_tackle

0.93

mentality_interceptions

0.93

mentality_aggression

0.73

skill_long_passing

0.61

shooting

-0.58

power_stamina

0.56

goalkeeping_reflexes

-0.55

goalkeeping_handling

-0.55

goalkeeping_positioning

-0.55

attacking_short_passing

0.55

goalkeeping_diving

-0.55

goalkeeping_kicking

-0.55

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

club_position

0.68

skill_moves

0.66

gk

0.57

work_rate

0.46

nation_position

0.22

player_tags

0.21

league_name

0.14

weak_foot

0.12

club_flag_url

0.12

body_type

0.11

international_reputation

0.10

real_face

0.09

preferred_foot

0.07

nation_logo_url

0.07

MOST FREQUENT VALUES

70

329

4.5%

68

325

4.5%

69

283

3.9%

67

265

3.7%

72

248

3.4%

65

238

3.3%

66

231

3.2%

71

217

3.0%

73

199

2.7%

64

193

2.7%

74

184

2.5%

75

148

2.0%

76

133

1.8%

63

123

1.7%

77

115

1.6%

SMALLEST VALUES

4

1

<0.1%

5

4

<0.1%

6

3

<0.1%

7

5

<0.1%

8

22

0.3%

9

21

0.3%

10

34

0.5%

11

48

0.7%

12

65

0.9%

13

47

0.6%

14

64

0.9%

15

79

1.1%

16

48

0.7%

17

56

0.8%

18

55

0.8%

LARGEST VALUES

93

1

<0.1%

92

1

<0.1%

90

6

<0.1%

89

3

<0.1%

88

1

<0.1%

87

10

0.1%

86

8

0.1%

85

13

0.2%

84

17

0.2%

83

22

0.3%

82

35

0.5%

81

23

0.3%

80

51

0.7%

79

63

0.9%

78

81

1.1%

defending_standing_tackle

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

defending

0.98

defending_sliding_tackle

0.98

mentality_interceptions

0.95

defending_marking_awareness

0.94

mentality_aggression

0.74

skill_long_passing

0.62

shooting

-0.58

power_stamina

0.56

goalkeeping_reflexes

-0.55

attacking_short_passing

0.55

goalkeeping_handling

-0.55

goalkeeping_diving

-0.55

goalkeeping_positioning

-0.55

goalkeeping_kicking

-0.55

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

club_position

0.69

skill_moves

0.66

gk

0.57

work_rate

0.46

nation_position

0.21

player_tags

0.21

league_name

0.14

weak_foot

0.13

club_flag_url

0.12

body_type

0.12

real_face

0.08

preferred_foot

0.08

international_reputation

0.08

nation_logo_url

0.06

MOST FREQUENT VALUES

70

377

5.2%

72

323

4.5%

73

295

4.1%

71

273

3.8%

68

271

3.7%

69

261

3.6%

74

246

3.4%

75

214

3.0%

67

200

2.8%

76

196

2.7%

66

195

2.7%

65

193

2.7%

77

159

2.2%

78

113

1.6%

64

113

1.6%

SMALLEST VALUES

7

2

<0.1%

8

6

<0.1%

9

11

0.2%

10

41

0.6%

11

80

1.1%

12

92

1.3%

13

106

1.5%

14

111

1.5%

15

103

1.4%

16

57

0.8%

17

74

1.0%

18

84

1.2%

19

81

1.1%

20

84

1.2%

21

75

1.0%

LARGEST VALUES

93

1

<0.1%

92

1

<0.1%

90

2

<0.1%

89

5

<0.1%

88

4

<0.1%

87

14

0.2%

86

11

0.2%

85

21

0.3%

84

26

0.4%

83

28

0.4%

82

36

0.5%

81

53

0.7%

80

56

0.8%

79

74

1.0%

78

113

1.6%

defending_sliding_tackle

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

defending_standing_tackle

0.98

defending

0.97

mentality_interceptions

0.95

defending_marking_awareness

0.93

mentality_aggression

0.72

shooting

-0.60

skill_long_passing

0.59

power_stamina

0.53

goalkeeping_reflexes

-0.52

goalkeeping_diving

-0.52

goalkeeping_handling

-0.52

goalkeeping_positioning

-0.52

goalkeeping_kicking

-0.51

attacking_short_passing

0.51

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

club_position

0.69

skill_moves

0.64

gk

0.53

work_rate

0.45

nation_position

0.21

player_tags

0.20

weak_foot

0.14

league_name

0.13

club_flag_url

0.12

body_type

0.11

preferred_foot

0.09

international_reputation

0.07

real_face

0.07

nation_logo_url

0.06

MOST FREQUENT VALUES

70

321

4.4%

68

313

4.3%

69

299

4.1%

71

257

3.5%

72

249

3.4%

65

246

3.4%

67

239

3.3%

66

236

3.3%

73

198

2.7%

74

192

2.7%

64

192

2.7%

63

133

1.8%

14

127

1.8%

62

126

1.7%

13

122

1.7%

SMALLEST VALUES

6

1

<0.1%

7

3

<0.1%

8

5

<0.1%

9

12

0.2%

10

46

0.6%

11

90

1.2%

12

111

1.5%

13

122

1.7%

14

127

1.8%

15

91

1.3%

16

88

1.2%

17

91

1.3%

18

108

1.5%

19

110

1.5%

20

122

1.7%

LARGEST VALUES

92

1

<0.1%

91

1

<0.1%

90

1

<0.1%

89

1

<0.1%

88

1

<0.1%

87

3

<0.1%

86

10

0.1%

85

10

0.1%

84

13

0.2%

83

13

0.2%

82

24

0.3%

81

26

0.4%

80

55

0.8%

79

48

0.7%

78

67

0.9%

goalkeeping_diving

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

goalkeeping_reflexes

0.98

goalkeeping_positioning

0.98

goalkeeping_handling

0.97

goalkeeping_kicking

0.97

skill_ball_control

-0.88

attacking_short_passing

-0.85

skill_dribbling

-0.82

attacking_heading_accuracy

-0.77

power_stamina

-0.76

attacking_crossing

-0.72

mentality_positioning

-0.72

skill_long_passing

-0.71

power_long_shots

-0.67

skill_curve

-0.66

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

gk

0.99

skill_moves

0.98

club_position

0.77

work_rate

0.39

body_type

0.34

nation_position

0.24

weak_foot

0.22

player_tags

0.13

preferred_foot

0.08

league_name

0.07

club_flag_url

0.07

club_contract_valid_until

0.05

nation_logo_url

0.05

international_reputation

0.03

MOST FREQUENT VALUES

8

668

9.2%

11

662

9.1%

12

646

8.9%

10

639

8.8%

14

638

8.8%

9

634

8.8%

7

629

8.7%

13

628

8.7%

6

518

7.2%

15

499

6.9%

16

207

2.9%

5

148

2.0%

70

79

1.1%

72

73

1.0%

71

65

0.9%

SMALLEST VALUES

2

4

<0.1%

3

7

<0.1%

4

8

0.1%

5

148

2.0%

6

518

7.2%

7

629

8.7%

8

668

9.2%

9

634

8.8%

10

639

8.8%

11

662

9.1%

12

646

8.9%

13

628

8.7%

14

638

8.8%

15

499

6.9%

16

207

2.9%

LARGEST VALUES

91

1

<0.1%

89

1

<0.1%

88

3

<0.1%

87

2

<0.1%

86

3

<0.1%

85

7

<0.1%

84

5

<0.1%

83

5

<0.1%

82

18

0.2%

81

13

0.2%

80

19

0.3%

79

22

0.3%

78

20

0.3%

77

39

0.5%

76

46

0.6%

goalkeeping_handling

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

goalkeeping_reflexes

0.97

goalkeeping_positioning

0.97

goalkeeping_diving

0.97

goalkeeping_kicking

0.97

skill_ball_control

-0.88

attacking_short_passing

-0.84

skill_dribbling

-0.82

attacking_heading_accuracy

-0.77

power_stamina

-0.76

attacking_crossing

-0.72

mentality_positioning

-0.71

skill_long_passing

-0.71

power_long_shots

-0.67

skill_curve

-0.65

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

gk

0.99

skill_moves

0.98

club_position

0.77

work_rate

0.39

body_type

0.33

nation_position

0.24

weak_foot

0.23

player_tags

0.13

preferred_foot

0.08

league_name

0.07

club_flag_url

0.07

nation_logo_url

0.05

club_contract_valid_until

0.05

international_reputation

0.03

MOST FREQUENT VALUES

12

680

9.4%

8

674

9.3%

7

665

9.2%

10

653

9.0%

11

627

8.7%

13

625

8.6%

9

619

8.5%

14

612

8.4%

15

491

6.8%

6

474

6.5%

16

251

3.5%

5

146

2.0%

69

71

1.0%

68

66

0.9%

70

60

0.8%

SMALLEST VALUES

2

4

<0.1%

3

13

0.2%

4

7

<0.1%

5

146

2.0%

6

474

6.5%

7

665

9.2%

8

674

9.3%

9

619

8.5%

10

653

9.0%

11

627

8.7%

12

680

9.4%

13

625

8.6%

14

612

8.4%

15

491

6.8%

16

251

3.5%

LARGEST VALUES

92

1

<0.1%

89

1

<0.1%

88

1

<0.1%

86

1

<0.1%

85

1

<0.1%

84

3

<0.1%

83

6

<0.1%

82

5

<0.1%

81

5

<0.1%

80

11

0.2%

79

12

0.2%

78

14

0.2%

77

25

0.3%

76

14

0.2%

75

27

0.4%

goalkeeping_kicking

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

goalkeeping_reflexes

0.97

goalkeeping_positioning

0.97

goalkeeping_diving

0.97

goalkeeping_handling

0.97

skill_ball_control

-0.87

attacking_short_passing

-0.84

skill_dribbling

-0.82

attacking_heading_accuracy

-0.76

power_stamina

-0.75

attacking_crossing

-0.72

mentality_positioning

-0.71

skill_long_passing

-0.70

power_long_shots

-0.66

skill_curve

-0.65

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

gk

0.98

skill_moves

0.98

club_position

0.77

work_rate

0.38

body_type

0.33

nation_position

0.24

weak_foot

0.21

player_tags

0.13

preferred_foot

0.08

league_name

0.07

club_flag_url

0.07

club_contract_valid_until

0.05

nation_logo_url

0.05

international_reputation

0.04

MOST FREQUENT VALUES

12

682

9.4%

9

672

9.3%

13

647

8.9%

14

638

8.8%

11

636

8.8%

7

633

8.7%

10

631

8.7%

8

614

8.5%

15

477

6.6%

6

468

6.5%

16

238

3.3%

5

170

2.3%

67

51

0.7%

68

51

0.7%

66

50

0.7%

SMALLEST VALUES

2

4

<0.1%

3

9

0.1%

4

10

0.1%

5

170

2.3%

6

468

6.5%

7

633

8.7%

8

614

8.5%

9

672

9.3%

10

631

8.7%

11

636

8.8%

12

682

9.4%

13

647

8.9%

14

638

8.8%

15

477

6.6%

16

238

3.3%

LARGEST VALUES

93

1

<0.1%

91

1

<0.1%

90

1

<0.1%

88

1

<0.1%

87

1

<0.1%

86

1

<0.1%

85

4

<0.1%

84

3

<0.1%

83

1

<0.1%

82

3

<0.1%

81

1

<0.1%

80

6

<0.1%

79

6

<0.1%

78

15

0.2%

77

20

0.3%

goalkeeping_positioning

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

goalkeeping_reflexes

0.98

goalkeeping_diving

0.98

goalkeeping_handling

0.97

goalkeeping_kicking

0.97

skill_ball_control

-0.88

attacking_short_passing

-0.85

skill_dribbling

-0.82

attacking_heading_accuracy

-0.76

power_stamina

-0.76

attacking_crossing

-0.72

mentality_positioning

-0.72

skill_long_passing

-0.71

power_long_shots

-0.66

skill_curve

-0.66

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

gk

0.99

skill_moves

0.98

club_position

0.77

work_rate

0.39

body_type

0.34

nation_position

0.24

weak_foot

0.22

player_tags

0.13

preferred_foot

0.09

league_name

0.07

club_flag_url

0.07

club_contract_valid_until

0.05

nation_logo_url

0.05

international_reputation

0.03

MOST FREQUENT VALUES

8

698

9.6%

7

661

9.1%

10

652

9.0%

9

644

8.9%

14

631

8.7%

12

631

8.7%

11

623

8.6%

13

581

8.0%

15

523

7.2%

6

459

6.3%

16

246

3.4%

5

162

2.2%

70

72

1.0%

69

64

0.9%

73

58

0.8%

SMALLEST VALUES

2

4

<0.1%

3

7

<0.1%

4

13

0.2%

5

162

2.2%

6

459

6.3%

7

661

9.1%

8

698

9.6%

9

644

8.9%

10

652

9.0%

11

623

8.6%

12

631

8.7%

13

581

8.0%

14

631

8.7%

15

523

7.2%

16

246

3.4%

LARGEST VALUES

92

1

<0.1%

90

3

<0.1%

89

1

<0.1%

88

2

<0.1%

87

2

<0.1%

86

2

<0.1%

85

2

<0.1%

84

6

<0.1%

83

11

0.2%

82

5

<0.1%

81

12

0.2%

80

17

0.2%

79

17

0.2%

78

17

0.2%

77

25

0.3%

goalkeeping_reflexes

MISSING:

---

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

goalkeeping_diving

0.98

goalkeeping_positioning

0.98

goalkeeping_handling

0.97

goalkeeping_kicking

0.97

skill_ball_control

-0.88

attacking_short_passing

-0.85

skill_dribbling

-0.82

attacking_heading_accuracy

-0.77

power_stamina

-0.76

attacking_crossing

-0.72

mentality_positioning

-0.71

skill_long_passing

-0.71

power_long_shots

-0.67

skill_curve

-0.66

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

gk

0.99

skill_moves

0.98

club_position

0.77

work_rate

0.39

body_type

0.33

nation_position

0.24

weak_foot

0.23

player_tags

0.13

preferred_foot

0.08

league_name

0.07

club_flag_url

0.07

nation_logo_url

0.05

club_contract_valid_until

0.05

international_reputation

0.03

MOST FREQUENT VALUES

8

673

9.3%

9

657

9.1%

11

657

9.1%

7

651

9.0%

14

636

8.8%

13

622

8.6%

10

621

8.6%

12

604

8.3%

6

509

7.0%

15

492

6.8%

16

223

3.1%

5

159

2.2%

74

75

1.0%

72

74

1.0%

73

71

1.0%

SMALLEST VALUES

2

<0.1%

3

12

0.2%

4

13

0.2%

5

159

2.2%

6

509

7.0%

7

651

9.0%

8

673

9.3%

9

657

9.1%

10

621

8.6%

11

657

9.1%

12

604

8.3%

13

622

8.6%

14

636

8.8%

15

492

6.8%

16

223

3.1%

LARGEST VALUES

90

5

<0.1%

89

2

<0.1%

88

4

<0.1%

87

4

<0.1%

86

7

<0.1%

85

8

0.1%

84

12

0.2%

83

16

0.2%

82

21

0.3%

81

13

0.2%

80

18

0.2%

79

29

0.4%

78

24

0.3%

77

35

0.5%

76

42

0.6%

goalkeeping_speed

MISSING:

6,553

(90%)

>

NUMERICAL ASSOCIATIONS

(PEARSON, -1 to 1)

movement_acceleration

0.97

movement_sprint_speed

0.94

movement_agility

0.55

power_jumping

0.50

movement_balance

0.49

power_stamina

0.45

mentality_interceptions

0.33

mentality_positioning

0.33

movement_reactions

0.32

attacking_short_passing

0.31

power_long_shots

0.29

skill_dribbling

0.29

goalkeeping_diving

0.29

attacking_finishing

0.28

CATEGORICAL ASSOCIATIONS

(CORRELATION RATIO, 0 to 1)

gk

0.98

skill_moves

0.97

club_position

0.76

work_rate

0.38

body_type

0.33

nation_position

0.23

weak_foot

0.21

player_tags

0.13

preferred_foot

0.08

league_name

0.07

club_flag_url

0.07

nation_logo_url

0.06

club_contract_valid_until

0.06

international_reputation

0.03

MOST FREQUENT VALUES

42.0

42

6.1%

47.0

39

5.6%

44.0

33

4.8%

43.0

32

4.6%

45.0

31

4.5%

46.0

29

4.2%

41.0

28

4.1%

49.0

26

3.8%

51.0

23

3.3%

50.0

23

3.3%

48.0

23

3.3%

40.0

22

3.2%

36.0

22

3.2%

53.0

20

2.9%

39.0

20

2.9%

SMALLEST VALUES

15.0

2

0.3%

17.0

4

0.6%

18.0

1

0.1%

19.0

4

0.6%

20.0

3

0.4%

21.0

2

0.3%

22.0

1

0.1%

23.0

4

0.6%

24.0

9

1.3%

25.0

6

0.9%

26.0

10

1.4%

27.0

7

1.0%

28.0

7

1.0%

29.0

10

1.4%

30.0

12

1.7%

LARGEST VALUES

65.0

2

0.3%

64.0

2

0.3%

63.0

1

0.1%

62.0

1

0.1%

61.0

2

0.3%

60.0

4

0.6%

59.0

8

1.2%

58.0

8

1.2%

57.0

14

2.0%

56.0

17

2.5%

55.0

11

1.6%

54.0

10

1.4%

53.0

20

2.9%

52.0

15

2.2%

51.0

23

3.3%

ls

MISSING:

---

367

5%

-

67+2

366

5%

-

65+2

340

5%

-

66+2

316

4%

-

64+2

310

4%

-

68+2

295

4%

-

69+2

268

4%

-

63+2

261

4%

-

70+2

223

3%

-

62+2

206

3%

-

71+2

199

3%

-

61+2

180

2%

-

59+2

175

2%

-

60+2

170

2%

-

72+2

157

2%

-

58+2

148

2%

-

57+2

143

2%

-

56+2

129

2%

-

55+2

122

2%

-

54+2

112

2%

-

52+2

104

1%

-

53+2

101

1%

-

28+2

100

1%

-

51+2

99

1%

-

30+2

98

1%

-

74+2

96

1%

-

29+2

91

1%

-

50+2

90

1%

-

73+2

80

1%

-

31+2

78

1%

-

72

74

1%

-

68

72

<1%

-

69

72

<1%

-

49+2

72

<1%

-

70

67

<1%

-

75+2

64

<1%

-

48+2

62

<1%

-

71

58

<1%

-

73

55

<1%

-

27+2

49

<1%

-

26+2

47

<1%

-

47+2

46

<1%

-

76+2

45

<1%

-

46+2

42

<1%

-

74

41

<1%

-

77+2

41

<1%

-

75

40

<1%

-

25+2

33

<1%

-

32+2

28

<1%

-

24+2

25

<1%

-

72+1

24

<1%

-

75+3

22

<1%

-

45+2

22

<1%

-

67+1

22

<1%

-

77

22

<1%

-

69+1

22

<1%

-

68+1

21

<1%

-

44+2

21

<1%

-

33+2

21

<1%

-

76

20

<1%

-

71+1

570

8%

-

(Other)

st

MISSING:

---

367

5%

-

67+2

366

5%

-

65+2

340

5%

-

66+2

316

4%

-

64+2

310

4%

-

68+2

295

4%

-

69+2

268

4%

-

63+2

261

4%

-

70+2

223

3%

-

62+2

206

3%

-

71+2

199

3%

-

61+2

180

2%

-

59+2

175

2%

-

60+2

170

2%

-

72+2

157

2%

-

58+2

148

2%

-

57+2

143

2%

-

56+2

129

2%

-

55+2

122

2%

-

54+2

112

2%

-

52+2

104

1%

-

53+2

101

1%

-

28+2

100

1%

-

51+2

99

1%

-

30+2

98

1%

-

74+2

96

1%

-

29+2

91

1%

-

50+2

90

1%

-

73+2

80

1%

-

31+2

78

1%

-

72

74

1%

-

68

72

<1%

-

69

72

<1%

-

49+2

72

<1%

-

70

67

<1%

-

75+2

64

<1%

-

48+2

62

<1%

-

71

58

<1%

-

73

55

<1%

-

27+2

49

<1%

-

26+2

47

<1%

-

47+2

46

<1%

-

76+2

45

<1%

-

46+2

42

<1%

-

74

41

<1%

-

77+2

41

<1%

-

75

40

<1%

-

25+2

33

<1%

-

32+2

28

<1%

-

24+2

25

<1%

-

72+1

24

<1%

-

75+3

22

<1%

-

45+2

22

<1%

-

67+1

22

<1%

-

77

22

<1%

-

69+1

22

<1%

-

68+1

21

<1%

-

44+2

21

<1%

-

33+2

21

<1%

-

76

20

<1%

-

71+1

570

8%

-

(Other)

rs

MISSING:

---

367

5%

-

67+2

366

5%

-

65+2

340

5%

-

66+2

316

4%

-

64+2

310

4%

-

68+2

295

4%

-

69+2

268

4%

-

63+2

261

4%

-

70+2

223

3%

-

62+2

206

3%

-

71+2

199

3%

-

61+2

180

2%

-

59+2

175

2%

-

60+2

170

2%

-

72+2

157

2%

-

58+2

148

2%

-

57+2

143

2%

-

56+2

129

2%

-

55+2

122

2%

-

54+2

112

2%

-

52+2

104

1%

-

53+2

101

1%

-

28+2

100

1%

-

51+2

99

1%

-

30+2

98

1%

-

74+2

96

1%

-

29+2

91

1%

-

50+2

90

1%

-

73+2

80

1%

-

31+2

78

1%

-

72

74

1%

-

68

72

<1%

-

69

72

<1%

-

49+2

72

<1%

-

70

67

<1%

-

75+2

64

<1%

-

48+2

62

<1%

-

71

58

<1%

-

73

55

<1%

-

27+2

49

<1%

-

26+2

47

<1%

-

47+2

46

<1%

-

76+2

45

<1%

-

46+2

42

<1%

-

74

41

<1%

-

77+2

41

<1%

-

75

40

<1%

-

25+2

33

<1%

-

32+2

28

<1%

-

24+2

25

<1%

-

72+1

24

<1%

-

75+3

22

<1%

-

45+2

22

<1%

-

67+1

22

<1%

-

77

22

<1%

-

69+1

22

<1%

-

68+1

21

<1%

-

44+2

21

<1%

-

33+2

21

<1%

-

76

20

<1%

-

71+1

570

8%

-

(Other)

lw

MISSING:

---

479

7%

-

69

474

7%

-

68

399

6%

-

70

365

5%

-

71

355

5%

-

67

336

5%

-

72

296

4%

-

66

275

4%

-

65

267

4%

-

64

237

3%

-

73

232

3%

-

74

210

3%

-

63

189

3%

-

75

175

2%

-

62

149

2%

-

61

136

2%

-

60

122

2%

-

76

117

2%

-

59

114

2%

-

77

100

1%

-

57

94

1%

-

58

94

1%

-

52

87

1%

-

55

84

1%

-

26

81

1%

-

53

79

1%

-

51

78

1%

-

27

77

1%

-

28

73

1%

-

56

72

<1%

-

29

72

<1%

-

54

68

<1%

-

25

68

<1%

-

79

66

<1%

-

50

65

<1%

-

49

65

<1%

-

46

63

<1%

-

78

54

<1%

-

48

50

<1%

-

47

46

<1%

-

45

<1%

-

81

44

<1%

-

30

43

<1%

-

24

40

<1%

-

80

38

<1%

-

31

37

<1%

-

23

32

<1%

-

22

31

<1%

-

44

28

<1%

-

82

28

<1%

-

42

27

<1%

-

41

27

<1%

-

32

27

<1%

-

43

26

<1%

-

83

19

<1%

-

72-1

19

<1%

-

71-1

18

<1%

-

73-1

17

<1%

-

69-1

17

<1%

-

21

15

<1%

-

20

203

3%

-

(Other)

lf

MISSING:

---

510

7%

-

68

446

6%

-

69

429

6%

-

70

429

6%

-

67

369

5%

-

71

326

5%

-

66

290

4%

-

72

285

4%

-

73

270

4%

-

65

224

3%

-

74

192

3%

-

64

173

2%

-

63

168

2%

-

75

162

2%

-

62

159

2%

-

60

150

2%

-

61

129

2%

-

76

121

2%

-

59

119

2%

-

58

106

1%

-

57

102

1%

-

55

99

1%

-

77

96

1%

-

56

93

1%

-

53

89

1%

-

51

87

1%

-

28

87

1%

-

54

81

1%

-

30

79

1%

-

31

78

1%

-

52

76

1%

-

29

76

1%

-

49

74

1%

-

78

70

<1%

-

50

65

<1%

-

27

62

<1%

-

47

59

<1%

-

79

59

<1%

-

48

55

<1%

-

26

46

<1%

-

46

<1%

-

80

41

<1%

-

81

40

<1%

-

24

36

<1%

-

25

34

<1%

-

32

<1%

-

44

31

<1%

-

45

30

<1%

-

33

29

<1%

-

42

25

<1%

-

82

23

<1%

-

43

22

<1%

-

83

21

<1%

-

34

19

<1%

-

23

17

<1%

-

84

13

<1%

-

22

12

<1%

-

35

12

<1%

-

41

12

<1%

-

69-1

12

<1%

-

21

147

2%

-

(Other)

cf

MISSING:

---

510

7%

-

68

446

6%

-

69

429

6%

-

70

429

6%

-

67

369

5%

-

71

326

5%

-

66

290

4%

-

72

285

4%

-

73

270

4%

-

65

224

3%

-

74

192

3%

-

64

173

2%

-

63

168

2%

-

75

162

2%

-

62

159

2%

-

60

150

2%

-

61

129

2%

-

76

121

2%

-

59

119

2%

-

58

106

1%

-

57

102

1%

-

55

99

1%

-

77

96

1%

-

56

93

1%

-

53

89

1%

-

51

87

1%

-

28

87

1%

-

54

81

1%

-

30

79

1%

-

31

78

1%

-

52

76

1%

-

29

76

1%

-

49

74

1%

-

78

70

<1%

-

50

65

<1%

-

27

62

<1%

-

47

59

<1%

-

79

59

<1%

-

48

55

<1%

-

26

46

<1%

-

46

<1%

-

80

41

<1%

-

81

40

<1%

-

24

36

<1%

-

25

34

<1%

-

32

<1%

-

44

31

<1%

-

45

30

<1%

-

33

29

<1%

-

42

25

<1%

-

82

23

<1%

-

43

22

<1%

-

83

21

<1%

-

34

19

<1%

-

23

17

<1%

-

84

13

<1%

-

22

12

<1%

-

35

12

<1%

-

41

12

<1%

-

69-1

12

<1%

-

21

147

2%

-

(Other)

rf

MISSING:

---

510

7%

-

68

446

6%

-

69

429

6%

-

70

429

6%

-

67

369

5%

-

71

326

5%

-

66

290

4%

-

72

285

4%

-

73

270

4%

-

65

224

3%

-

74

192

3%

-

64

173

2%

-

63

168

2%

-

75

162

2%

-

62

159

2%

-

60

150

2%

-

61

129

2%

-

76

121

2%

-

59

119

2%

-

58

106

1%

-

57

102

1%

-

55

99

1%

-

77

96

1%

-

56

93

1%

-

53

89

1%

-

51

87

1%

-

28

87

1%

-

54

81

1%

-

30

79

1%

-

31

78

1%

-

52

76

1%

-

29

76

1%

-

49

74

1%

-

78

70

<1%

-

50

65

<1%

-

27

62

<1%

-

47

59

<1%

-

79

59

<1%

-

48

55

<1%

-

26

46

<1%

-

46

<1%

-

80

41

<1%

-

81

40

<1%

-

24

36

<1%

-

25

34

<1%

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MISSING:

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-

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MISSING:

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MISSING:

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MISSING:

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MISSING:

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MISSING:

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67+2

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MISSING:

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MISSING:

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MISSING:

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68+2

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231

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-

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3%

-

64+2

162

2%

-

44+2

158

2%

-

72+2

158

2%

-

46+2

156

2%

-

48+2

144

2%

-

63+2

144

2%

-

45+2

142

2%

-

73+2

138

2%

-

47+2

136

2%

-

49+2

133

2%

-

51+2

120

2%

-

50+2

111

2%

-

53+2

110

2%

-

52+2

109

2%

-

43+2

102

1%

-

28+2

100

1%

-

42+2

99

1%

-

54+2

98

1%

-

74+2

98

1%

-

68

94

1%

-

75+2

93

1%

-

69

92

1%

-

62+2

90

1%

-

29+2

87

1%

-

27+2

84

1%

-

70

84

1%

-

26+2

79

1%

-

41+2

78

1%

-

55+2

77

1%

-

61+2

74

1%

-

56+2

74

1%

-

40+2

72

<1%

-

57+2

71

<1%

-

59+2

69

<1%

-

60+2

67

<1%

-

72

66

<1%

-

58+2

65

<1%

-

73

60

<1%

-

71

59

<1%

-

76+2

57

<1%

-

39+2

51

<1%

-

30+2

49

<1%

-

25+2

46

<1%

-

74

46

<1%

-

23+2

45

<1%

-

77+2

42

<1%

-

68+1

39

<1%

-

24+2

39

<1%

-

75

34

<1%

-

71+1

32

<1%

-

38+2

32

<1%

-

70+1

30

<1%

-

31+2

828

11%

-

(Other)

rb

MISSING:

---

448

6%

-

67+2

427

6%

-

66+2

367

5%

-

68+2

355

5%

-

69+2

319

4%

-

70+2

279

4%

-

65+2

250

3%

-

71+2

248

3%

-

64+2

219

3%

-

63+2

209

3%

-

72+2

177

2%

-

62+2

174

2%

-

52+2

165

2%

-

54+2

158

2%

-

53+2

153

2%

-

50+2

153

2%

-

73+2

152

2%

-

61+2

150

2%

-

51+2

144

2%

-

56+2

136

2%

-

55+2

129

2%

-

60+2

123

2%

-

58+2

122

2%

-

74+2

118

2%

-

57+2

111

2%

-

59+2

106

1%

-

47+2

101

1%

-

48+2

97

1%

-

49+2

93

1%

-

27+2

92

1%

-

46+2

91

1%

-

26+2

81

1%

-

25+2

79

1%

-

75+2

76

1%

-

28+2

76

1%

-

45+2

60

<1%

-

24+2

60

<1%

-

76+2

51

<1%

-

77+2

50

<1%

-

29+2

47

<1%

-

44+2

44

<1%

-

23+2

41

<1%

-

43+2

37

<1%

-

30+2

28

<1%

-

22+2

23

<1%

-

78+2

21

<1%

-

21+2

20

<1%

-

79+2

20

<1%

-

20+2

18

<1%

-

42+2

16

<1%

-

31+2

16

<1%

-

76+3

16

<1%

-

41+2

16

<1%

-

78+3

15

<1%

-

19+2

15

<1%

-

62+3

15

<1%

-

67+1

13

<1%

-

60+3

13

<1%

-

71+3

13

<1%

-

75+3

13

<1%

-

80+3

385

5%

-

(Other)

gk

MISSING:

---

TOP CATEGORIES

17+2

1,624

22%

16+2

1,358

19%

18+2

1,316

18%

19+2

667

9%

15+2

667

9%

20+2

233

3%

14+2

228

3%

18+3

78

1%

19+3

62

<1%

17+3

61

<1%

13+2

52

<1%

21+2

51

<1%

69+2

48

<1%

67+2

44

<1%

68+1

41

<1%

68+2

39

<1%

69+1

38

<1%

(Other)

637

9%

ALL

7,244

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

gk
PROVIDES INFORMATION ON...

international_reputation

0.36

skill_moves

0.27

nation_logo_url

0.16

nation_position

0.14

player_tags

0.13

real_face

0.11

club_position

0.09

body_type

0.08

work_rate

0.07

league_name

0.05

club_flag_url

0.04

weak_foot

0.04

league_level

0.03

club_contract_valid_until

0.02

THESE FEATURES
GIVE INFORMATION
ON gk:

skill_moves

0.14

club_position

0.10

international_reputation

0.09

league_name

0.07

club_flag_url

0.06

body_type

0.05

work_rate

0.04

player_tags

0.04

nation_logo_url

0.04

nation_position

0.03

real_face

0.03

weak_foot

0.02

club_contract_valid_until

0.01

league_level

0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

gk
CORRELATION RATIO WITH...

goalkeeping_reflexes

0.99

goalkeeping_diving

0.99

goalkeeping_positioning

0.99

goalkeeping_handling

0.99

goalkeeping_kicking

0.98

goalkeeping_speed

0.98

dribbling

0.94

physic

0.94

passing

0.93

skill_ball_control

0.91

attacking_short_passing

0.89

pace

0.87

skill_dribbling

0.84

shooting

0.81

player_face_url

MISSING:

---

1

<1%

-

https://cdn.sofifa.net/players/158/023/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/206/145/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/210/653/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/210/538/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/210/219/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/210/129/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/209/840/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/209/818/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/209/698/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/209/610/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/209/532/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/209/521/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/209/449/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/209/378/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/209/005/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/208/862/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/208/835/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/208/817/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/208/719/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/208/638/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/208/581/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/208/534/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/208/088/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/208/014/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/207/956/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/206/561/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/206/553/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/210/703/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/210/833/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/210/880/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/211/966/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/212/519/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/212/466/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/212/454/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/212/424/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/212/381/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/212/261/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/212/249/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/212/129/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/212/121/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/212/104/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/212/095/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/211/946/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/210/923/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/211/504/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/211/384/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/211/339/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/211/272/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/211/239/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/211/231/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/211/177/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/211/057/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/211/037/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/211/033/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/210/951/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/206/436/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/206/141/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/223/790/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/206/042/22_120.png

1

<1%

-

https://cdn.sofifa.net/players/202/986/22_120.png

7,184

>99%

-

(Other)

club_logo_url

MISSING:

39

(<1%)

29

<1%

-

https://cdn.sofifa.net/teams/449/60.png

28

<1%

-

https://cdn.sofifa.net/teams/234/60.png

28

<1%

-

https://cdn.sofifa.net/teams/73/60.png

27

<1%

-

https://cdn.sofifa.net/teams/95/60.png

27

<1%

-

https://cdn.sofifa.net/teams/241/60.png

27

<1%

-

https://cdn.sofifa.net/teams/5/60.png

26

<1%

-

https://cdn.sofifa.net/teams/69/60.png

26

<1%

-

https://cdn.sofifa.net/teams/1853/60.png

26

<1%

-

https://cdn.sofifa.net/teams/11/60.png

26

<1%

-

https://cdn.sofifa.net/teams/47/60.png

26

<1%

-

https://cdn.sofifa.net/teams/111974/60.png

26

<1%

-

https://cdn.sofifa.net/teams/1831/60.png

26

<1%

-

https://cdn.sofifa.net/teams/453/60.png

26

<1%

-

https://cdn.sofifa.net/teams/481/60.png

26

<1%

-

https://cdn.sofifa.net/teams/452/60.png

26

<1%

-

https://cdn.sofifa.net/teams/46/60.png

26

<1%

-

https://cdn.sofifa.net/teams/9/60.png

26

<1%

-

https://cdn.sofifa.net/teams/243/60.png

26

<1%

-

https://cdn.sofifa.net/teams/266/60.png

25

<1%

-

https://cdn.sofifa.net/teams/325/60.png

25

<1%

-

https://cdn.sofifa.net/teams/480/60.png

25

<1%

-

https://cdn.sofifa.net/teams/144/60.png

25

<1%

-

https://cdn.sofifa.net/teams/13/60.png

25

<1%

-

https://cdn.sofifa.net/teams/468/60.png

25

<1%

-

https://cdn.sofifa.net/teams/462/60.png

25

<1%

-

https://cdn.sofifa.net/teams/479/60.png

25

<1%

-

https://cdn.sofifa.net/teams/236/60.png

25

<1%

-

https://cdn.sofifa.net/teams/10029/60.png

25

<1%

-

https://cdn.sofifa.net/teams/461/60.png

25

<1%

-

https://cdn.sofifa.net/teams/1795/60.png

25

<1%

-

https://cdn.sofifa.net/teams/166/60.png

25

<1%

-

https://cdn.sofifa.net/teams/1/60.png

25

<1%

-

https://cdn.sofifa.net/teams/1824/60.png

25

<1%

-

https://cdn.sofifa.net/teams/483/60.png

25

<1%

-

https://cdn.sofifa.net/teams/44/60.png

25

<1%

-

https://cdn.sofifa.net/teams/45/60.png

25

<1%

-

https://cdn.sofifa.net/teams/22/60.png

24

<1%

-

https://cdn.sofifa.net/teams/326/60.png

24

<1%

-

https://cdn.sofifa.net/teams/1794/60.png

24

<1%

-

https://cdn.sofifa.net/teams/1799/60.png

24

<1%

-

https://cdn.sofifa.net/teams/112172/60.png

24

<1%

-

https://cdn.sofifa.net/teams/1876/60.png

24

<1%

-

https://cdn.sofifa.net/teams/110556/60.png

24

<1%

-

https://cdn.sofifa.net/teams/19/60.png

24

<1%

-

https://cdn.sofifa.net/teams/7/60.png

24

<1%

-

https://cdn.sofifa.net/teams/110374/60.png

24

<1%

-

https://cdn.sofifa.net/teams/48/60.png

24

<1%

-

https://cdn.sofifa.net/teams/1968/60.png

24

<1%

-

https://cdn.sofifa.net/teams/52/60.png

24

<1%

-

https://cdn.sofifa.net/teams/32/60.png

23

<1%

-

https://cdn.sofifa.net/teams/21/60.png

23

<1%

-

https://cdn.sofifa.net/teams/54/60.png

23

<1%

-

https://cdn.sofifa.net/teams/110832/60.png

23

<1%

-

https://cdn.sofifa.net/teams/1860/60.png

23

<1%

-

https://cdn.sofifa.net/teams/457/60.png

23

<1%

-

https://cdn.sofifa.net/teams/1792/60.png

23

<1%

-

https://cdn.sofifa.net/teams/467/60.png

23

<1%

-

https://cdn.sofifa.net/teams/189/60.png

23

<1%

-

https://cdn.sofifa.net/teams/66/60.png

23

<1%

-

https://cdn.sofifa.net/teams/18/60.png

5,709

79%

-

(Other)

club_flag_url

MISSING:

40

(<1%)

TOP CATEGORIES

https://cdn.sofifa.net/flags/gb-eng.png

879

12%

https://cdn.sofifa.net/flags/es.png

777

11%

https://cdn.sofifa.net/flags/de.png

651

9%

https://cdn.sofifa.net/flags/fr.png

519

7%

https://cdn.sofifa.net/flags/it.png

506

7%

https://cdn.sofifa.net/flags/ar.png

364

5%

https://cdn.sofifa.net/flags/tr.png

328

5%

https://cdn.sofifa.net/flags/br.png

305

4%

https://cdn.sofifa.net/flags/us.png

290

4%

https://cdn.sofifa.net/flags/pt.png

274

4%

https://cdn.sofifa.net/flags/mx.png

259

4%

https://cdn.sofifa.net/flags/be.png

243

3%

https://cdn.sofifa.net/flags/nl.png

185

3%

https://cdn.sofifa.net/flags/jp.png

148

2%

https://cdn.sofifa.net/flags/sa.png

118

2%

https://cdn.sofifa.net/flags/ch.png

94

1%

https://cdn.sofifa.net/flags/gr.png

85

1%

(Other)

1,179

16%

ALL

7,204

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

club_flag_url
PROVIDES INFORMATION ON...

league_name

0.91

league_level

0.38

nation_logo_url

0.26

club_contract_valid_until

0.17

real_face

0.16

nation_position

0.13

international_reputation

0.11

player_tags

0.08

gk

0.06

club_position

0.05

body_type

0.05

work_rate

0.04

weak_foot

0.02

skill_moves

0.02

THESE FEATURES
GIVE INFORMATION
ON club_flag_url:

league_name

1.00

club_contract_valid_until

0.09

league_level

0.06

nation_logo_url

0.05

gk

0.04

club_position

0.04

real_face

0.03

body_type

0.03

international_reputation

0.02

nation_position

0.02

player_tags

0.02

work_rate

0.02

skill_moves

0.01

weak_foot

0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

club_flag_url
CORRELATION RATIO WITH...

club_team_id

0.67

nationality_id

0.51

wage_eur

0.46

potential

0.42

overall

0.37

movement_reactions

0.34

release_clause_eur

0.30

value_eur

0.30

club_jersey_number

0.30

age

0.28

height_cm

0.26

nation_jersey_number

0.26

sofifa_id

0.24

mentality_composure

0.20

nation_logo_url

MISSING:

6,573

(91%)

TOP CATEGORIES

https://cdn.sofifa.net/teams/1369/60.png

23

3%

https://cdn.sofifa.net/teams/1330/60.png

23

3%

https://cdn.sofifa.net/teams/1366/60.png

23

3%

https://cdn.sofifa.net/teams/1370/60.png

23

3%

https://cdn.sofifa.net/teams/1386/60.png

23

3%

https://cdn.sofifa.net/teams/1322/60.png

23

3%

https://cdn.sofifa.net/teams/1338/60.png

23

3%

https://cdn.sofifa.net/teams/1331/60.png

23

3%

https://cdn.sofifa.net/teams/1357/60.png

23

3%

https://cdn.sofifa.net/teams/1387/60.png

23

3%

https://cdn.sofifa.net/teams/1362/60.png

23

3%

https://cdn.sofifa.net/teams/1343/60.png

23

3%

https://cdn.sofifa.net/teams/105035/60.png

23

3%

https://cdn.sofifa.net/teams/1318/60.png

23

3%

https://cdn.sofifa.net/teams/1337/60.png

23

3%

https://cdn.sofifa.net/teams/1335/60.png

23

3%

https://cdn.sofifa.net/teams/1325/60.png

23

3%

(Other)

280

42%

ALL

671

100%

CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)

nation_logo_url
PROVIDES INFORMATION ON...

nation_position

0.66

player_tags

0.08

international_reputation

0.08

league_level

0.06

real_face

0.05

league_name

0.05

club_flag_url

0.05

gk

0.04

club_contract_valid_until

0.03

club_position

0.03

body_type

0.02

work_rate

0.01

skill_moves

0.01

weak_foot

0.01

THESE FEATURES
GIVE INFORMATION
ON nation_logo_url:

nation_position

0.53

league_name

0.29

club_flag_url

0.26

gk

0.16

club_position

0.12

player_tags

0.10

club_contract_valid_until

0.08

international_reputation

0.08

body_type

0.06

league_level

0.05

real_face

0.05

work_rate

0.03

skill_moves

0.02

weak_foot

0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

nation_logo_url
CORRELATION RATIO WITH...

nation_team_id

1.00

nation_jersey_number

0.86

value_eur

0.55

release_clause_eur

0.53

wage_eur

0.48

overall

0.45

potential

0.38

movement_reactions

0.35

nationality_id

0.31

mentality_composure

0.21

club_team_id

0.17

mentality_vision

0.15

skill_long_passing

0.12

attacking_short_passing

0.12

nation_flag_url

MISSING:

1

(<1%)

663

9%

-

https://cdn.sofifa.net/flags/br.png

619

9%

-

https://cdn.sofifa.net/flags/es.png

545

8%

-

https://cdn.sofifa.net/flags/ar.png

438

6%

-

https://cdn.sofifa.net/flags/fr.png

415

6%

-

https://cdn.sofifa.net/flags/gb-eng.png

410

6%

-

https://cdn.sofifa.net/flags/de.png

221

3%

-

https://cdn.sofifa.net/flags/pt.png

218

3%

-

https://cdn.sofifa.net/flags/it.png

190

3%

-

https://cdn.sofifa.net/flags/nl.png

164

2%

-

https://cdn.sofifa.net/flags/co.png

149

2%

-

https://cdn.sofifa.net/flags/be.png

148

2%

-

https://cdn.sofifa.net/flags/mx.png

125

2%

-

https://cdn.sofifa.net/flags/jp.png

123

2%

-

https://cdn.sofifa.net/flags/tr.png

118

2%

-

https://cdn.sofifa.net/flags/uy.png

108

1%

-

https://cdn.sofifa.net/flags/dk.png

107

1%

-

https://cdn.sofifa.net/flags/us.png

106

1%

-

https://cdn.sofifa.net/flags/at.png

92

1%

-

https://cdn.sofifa.net/flags/se.png

90

1%

-

https://cdn.sofifa.net/flags/no.png

86

1%

-

https://cdn.sofifa.net/flags/hr.png

81

1%

-

https://cdn.sofifa.net/flags/ch.png

75

1%

-

https://cdn.sofifa.net/flags/gb-sct.png

73

1%

-

https://cdn.sofifa.net/flags/pl.png

73

1%

-

https://cdn.sofifa.net/flags/cz.png

72

<1%

-

https://cdn.sofifa.net/flags/kr.png

69

<1%

-

https://cdn.sofifa.net/flags/sn.png

69

<1%

-

https://cdn.sofifa.net/flags/py.png

68

<1%

-

https://cdn.sofifa.net/flags/rs.png

64

<1%

-

https://cdn.sofifa.net/flags/ma.png

64

<1%

-

https://cdn.sofifa.net/flags/ng.png

62

<1%

-

https://cdn.sofifa.net/flags/ru.png

60

<1%

-

https://cdn.sofifa.net/flags/cl.png

59

<1%

-

https://cdn.sofifa.net/flags/gr.png

57

<1%

-

https://cdn.sofifa.net/flags/gh.png

55

<1%

-

https://cdn.sofifa.net/flags/ro.png

49

<1%

-

https://cdn.sofifa.net/flags/ci.png

48

<1%

-

https://cdn.sofifa.net/flags/ua.png

45

<1%

-

https://cdn.sofifa.net/flags/ie.png

44

<1%

-

https://cdn.sofifa.net/flags/au.png

38

<1%

-

https://cdn.sofifa.net/flags/ec.png

36

<1%

-

https://cdn.sofifa.net/flags/ve.png

36

<1%

-

https://cdn.sofifa.net/flags/gb-wls.png

35

<1%

-

https://cdn.sofifa.net/flags/cd.png

35

<1%

-

https://cdn.sofifa.net/flags/cm.png

35

<1%

-

https://cdn.sofifa.net/flags/ba.png

34

<1%

-

https://cdn.sofifa.net/flags/sk.png

34

<1%

-

https://cdn.sofifa.net/flags/dz.png

32

<1%

-

https://cdn.sofifa.net/flags/ml.png

31

<1%

-

https://cdn.sofifa.net/flags/cn.png

30

<1%

-

https://cdn.sofifa.net/flags/pe.png

26

<1%

-

https://cdn.sofifa.net/flags/za.png

25

<1%

-

https://cdn.sofifa.net/flags/si.png

23

<1%

-

https://cdn.sofifa.net/flags/hu.png

22

<1%

-

https://cdn.sofifa.net/flags/is.png

21

<1%

-

https://cdn.sofifa.net/flags/al.png

20

<1%

-

https://cdn.sofifa.net/flags/xk.png

19

<1%

-

https://cdn.sofifa.net/flags/ca.png

18

<1%

-

https://cdn.sofifa.net/flags/sa.png

18

<1%

-

https://cdn.sofifa.net/flags/jm.png

353

5%

-

(Other)